{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tushare as ts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Getting data:]####################"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>eps</th>\n",
       "      <th>eps_yoy</th>\n",
       "      <th>bvps</th>\n",
       "      <th>roe</th>\n",
       "      <th>epcf</th>\n",
       "      <th>net_profits</th>\n",
       "      <th>profits_yoy</th>\n",
       "      <th>distrib</th>\n",
       "      <th>report_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>600438</td>\n",
       "      <td>通威股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.31</td>\n",
       "      <td>13.65</td>\n",
       "      <td>0.62</td>\n",
       "      <td>3307.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>02-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>600493</td>\n",
       "      <td>凤竹纺织</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.67</td>\n",
       "      <td>14.90</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2550.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>02-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>600340</td>\n",
       "      <td>华夏幸福</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.01</td>\n",
       "      <td>15.08</td>\n",
       "      <td>0.58</td>\n",
       "      <td>1688.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>600476</td>\n",
       "      <td>湘邮科技</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.83</td>\n",
       "      <td>11.43</td>\n",
       "      <td>0.01</td>\n",
       "      <td>1347.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>600545</td>\n",
       "      <td>卓郎智能</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2439.13</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>600100</td>\n",
       "      <td>同方股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10711.89</td>\n",
       "      <td>-38.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>600158</td>\n",
       "      <td>中体产业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>390.77</td>\n",
       "      <td>-45.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>600658</td>\n",
       "      <td>电子城</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.64</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-2716.07</td>\n",
       "      <td>-176.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>000539</td>\n",
       "      <td>粤电力A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>98446.27</td>\n",
       "      <td>-0.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>000558</td>\n",
       "      <td>莱茵体育</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1614.57</td>\n",
       "      <td>-14.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>600744</td>\n",
       "      <td>华银电力</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>512.95</td>\n",
       "      <td>-66.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>000601</td>\n",
       "      <td>韶能股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>11206.53</td>\n",
       "      <td>26.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>600779</td>\n",
       "      <td>水井坊</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-15778.47</td>\n",
       "      <td>-1411.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>600489</td>\n",
       "      <td>中金黄金</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.69</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3012.81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>600857</td>\n",
       "      <td>宁波中百</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>867.47</td>\n",
       "      <td>-49.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>600088</td>\n",
       "      <td>中视传媒</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1193.79</td>\n",
       "      <td>36.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>600145</td>\n",
       "      <td>*ST新亿</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1827.17</td>\n",
       "      <td>-48.30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000868</td>\n",
       "      <td>安凯客车</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>206.42</td>\n",
       "      <td>259.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>600626</td>\n",
       "      <td>申达股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10563.78</td>\n",
       "      <td>-5.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>600645</td>\n",
       "      <td>中源协和</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>574.36</td>\n",
       "      <td>137.86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>000506</td>\n",
       "      <td>中润资源</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1507.85</td>\n",
       "      <td>-0.99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>600257</td>\n",
       "      <td>大湖股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1040.84</td>\n",
       "      <td>19.70</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>600699</td>\n",
       "      <td>均胜电子</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1320.50</td>\n",
       "      <td>-35.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>000997</td>\n",
       "      <td>新大陆</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>746.34</td>\n",
       "      <td>-56.61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>600767</td>\n",
       "      <td>*ST运盛</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>388.16</td>\n",
       "      <td>-42.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>600784</td>\n",
       "      <td>鲁银投资</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1520.89</td>\n",
       "      <td>-112.05</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>600803</td>\n",
       "      <td>新奥股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.36</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-78.41</td>\n",
       "      <td>-111.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>000678</td>\n",
       "      <td>襄阳轴承</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0.42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>134.89</td>\n",
       "      <td>-117.14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>600820</td>\n",
       "      <td>隧道股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9100.42</td>\n",
       "      <td>-23.27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>600825</td>\n",
       "      <td>新华传媒</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3538.05</td>\n",
       "      <td>2.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1156</th>\n",
       "      <td>000060</td>\n",
       "      <td>中金岭南</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.56</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4837.18</td>\n",
       "      <td>37.49</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>000851</td>\n",
       "      <td>高鸿股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2148.03</td>\n",
       "      <td>-125.39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1158</th>\n",
       "      <td>000731</td>\n",
       "      <td>四川美丰</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.54</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7828.95</td>\n",
       "      <td>41.21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>000063</td>\n",
       "      <td>中兴通讯</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29549.07</td>\n",
       "      <td>72.42</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1160</th>\n",
       "      <td>600367</td>\n",
       "      <td>红星发展</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8786.09</td>\n",
       "      <td>30.35</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>600529</td>\n",
       "      <td>山东药玻</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.60</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5123.45</td>\n",
       "      <td>37.40</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1162</th>\n",
       "      <td>000662</td>\n",
       "      <td>天夏智慧</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5835.77</td>\n",
       "      <td>241.87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>000668</td>\n",
       "      <td>荣丰控股</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.57</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3852.48</td>\n",
       "      <td>114.46</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1164</th>\n",
       "      <td>000686</td>\n",
       "      <td>东北证券</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>791.51</td>\n",
       "      <td>13.74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1165</th>\n",
       "      <td>600660</td>\n",
       "      <td>福耀玻璃</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>23836.21</td>\n",
       "      <td>87.93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>600610</td>\n",
       "      <td>中毅达</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>746.98</td>\n",
       "      <td>65.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>600469</td>\n",
       "      <td>风神股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.15</td>\n",
       "      <td>15.57</td>\n",
       "      <td>0.42</td>\n",
       "      <td>5587.92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1168</th>\n",
       "      <td>000099</td>\n",
       "      <td>中信海直</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6595.03</td>\n",
       "      <td>49.80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>600408</td>\n",
       "      <td>安泰集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4780.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>600585</td>\n",
       "      <td>海螺水泥</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41397.71</td>\n",
       "      <td>138.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>600200</td>\n",
       "      <td>江苏吴中</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3910.21</td>\n",
       "      <td>-15.12</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>000419</td>\n",
       "      <td>通程控股</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.32</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1040.21</td>\n",
       "      <td>-12.39</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>600293</td>\n",
       "      <td>三峡新材</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>753.88</td>\n",
       "      <td>-15.50</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1174</th>\n",
       "      <td>600824</td>\n",
       "      <td>益民集团</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.68</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3728.05</td>\n",
       "      <td>-11.06</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1175</th>\n",
       "      <td>600720</td>\n",
       "      <td>祁连山</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2933.92</td>\n",
       "      <td>-22.19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>600172</td>\n",
       "      <td>黄河旋风</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2438.23</td>\n",
       "      <td>13.76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1177</th>\n",
       "      <td>600219</td>\n",
       "      <td>南山铝业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12209.52</td>\n",
       "      <td>21.61</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>600398</td>\n",
       "      <td>海澜之家</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7041.01</td>\n",
       "      <td>11.07</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1179</th>\n",
       "      <td>600287</td>\n",
       "      <td>江苏舜天</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6667.45</td>\n",
       "      <td>-1.28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>600822</td>\n",
       "      <td>上海物贸</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1110.77</td>\n",
       "      <td>-204.91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1181</th>\n",
       "      <td>600231</td>\n",
       "      <td>凌钢股份</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>31033.57</td>\n",
       "      <td>135.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>600710</td>\n",
       "      <td>ST常林</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13959.41</td>\n",
       "      <td>319.37</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>000888</td>\n",
       "      <td>峨眉山A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.52</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2145.28</td>\n",
       "      <td>-8.04</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1184</th>\n",
       "      <td>600386</td>\n",
       "      <td>北巴传媒</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5041.87</td>\n",
       "      <td>-42.83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1185</th>\n",
       "      <td>600598</td>\n",
       "      <td>北大荒</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.58</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29169.75</td>\n",
       "      <td>0.67</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10-10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1186 rows × 11 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        code   name  eps  eps_yoy  bvps    roe  epcf  net_profits  \\\n",
       "0     600438   通威股份  NaN      NaN  2.31  13.65  0.62      3307.05   \n",
       "1     600493   凤竹纺织  NaN      NaN  1.67  14.90  0.50      2550.67   \n",
       "2     600340   华夏幸福  NaN      NaN  2.01  15.08  0.58      1688.47   \n",
       "3     600476   湘邮科技  NaN      NaN  1.83  11.43  0.01      1347.94   \n",
       "4     600545   卓郎智能  NaN      NaN   NaN    NaN   NaN      2439.13   \n",
       "5     600100   同方股份  NaN      NaN  5.01    NaN   NaN     10711.89   \n",
       "6     600158   中体产业  NaN      NaN  3.10    NaN   NaN       390.77   \n",
       "7     600658    电子城  NaN      NaN  1.64    NaN   NaN     -2716.07   \n",
       "8     000539   粤电力A  NaN      NaN  2.86    NaN   NaN     98446.27   \n",
       "9     000558   莱茵体育  NaN      NaN  0.93    NaN   NaN     -1614.57   \n",
       "10    600744   华银电力  NaN      NaN  4.05    NaN   NaN       512.95   \n",
       "11    000601   韶能股份  NaN      NaN  5.02    NaN   NaN     11206.53   \n",
       "12    600779    水井坊  NaN      NaN  2.10    NaN   NaN    -15778.47   \n",
       "13    600489   中金黄金  NaN      NaN  2.69    NaN   NaN      3012.81   \n",
       "14    600857   宁波中百  NaN      NaN  1.79    NaN   NaN       867.47   \n",
       "15    600088   中视传媒  NaN      NaN  3.01    NaN   NaN     -1193.79   \n",
       "16    600145  *ST新亿  NaN      NaN  1.37    NaN   NaN      1827.17   \n",
       "17    000868   安凯客车  NaN      NaN  2.81    NaN   NaN       206.42   \n",
       "18    600626   申达股份  NaN      NaN  4.10    NaN   NaN     10563.78   \n",
       "19    600645   中源协和  NaN      NaN  1.22    NaN   NaN       574.36   \n",
       "20    000506   中润资源  NaN      NaN  1.28    NaN   NaN      1507.85   \n",
       "21    600257   大湖股份  NaN      NaN  6.19    NaN   NaN      1040.84   \n",
       "22    600699   均胜电子  NaN      NaN  2.41    NaN   NaN      1320.50   \n",
       "23    000997    新大陆  NaN      NaN  5.24    NaN   NaN       746.34   \n",
       "24    600767  *ST运盛  NaN      NaN  1.81    NaN   NaN       388.16   \n",
       "25    600784   鲁银投资  NaN      NaN  0.97    NaN   NaN      1520.89   \n",
       "26    600803   新奥股份  NaN      NaN  2.36    NaN   NaN       -78.41   \n",
       "27    000678   襄阳轴承  NaN      NaN  2.30   0.42   NaN       134.89   \n",
       "28    600820   隧道股份  NaN      NaN  2.94    NaN   NaN      9100.42   \n",
       "29    600825   新华传媒  NaN      NaN  2.22    NaN   NaN      3538.05   \n",
       "...      ...    ...  ...      ...   ...    ...   ...          ...   \n",
       "1156  000060   中金岭南  NaN      NaN  2.56    NaN   NaN      4837.18   \n",
       "1157  000851   高鸿股份  NaN      NaN  0.94    NaN   NaN      2148.03   \n",
       "1158  000731   四川美丰  NaN      NaN  3.54    NaN   NaN      7828.95   \n",
       "1159  000063   中兴通讯  NaN      NaN  6.85    NaN   NaN     29549.07   \n",
       "1160  600367   红星发展  NaN      NaN  3.97    NaN   NaN      8786.09   \n",
       "1161  600529   山东药玻  NaN      NaN  5.60    NaN   NaN      5123.45   \n",
       "1162  000662   天夏智慧  NaN      NaN  2.18    NaN   NaN      5835.77   \n",
       "1163  000668   荣丰控股  NaN      NaN  2.57    NaN   NaN      3852.48   \n",
       "1164  000686   东北证券  NaN      NaN  2.77    NaN   NaN       791.51   \n",
       "1165  600660   福耀玻璃  NaN      NaN  2.94    NaN   NaN     23836.21   \n",
       "1166  600610    中毅达  NaN      NaN  1.03    NaN   NaN       746.98   \n",
       "1167  600469   风神股份  NaN      NaN  2.15  15.57  0.42      5587.92   \n",
       "1168  000099   中信海直  NaN      NaN  4.17    NaN   NaN      6595.03   \n",
       "1169  600408   安泰集团  NaN      NaN  2.88    NaN   NaN      4780.76   \n",
       "1170  600585   海螺水泥  NaN      NaN  3.07    NaN   NaN     41397.71   \n",
       "1171  600200   江苏吴中  NaN      NaN  3.00    NaN   NaN      3910.21   \n",
       "1172  000419   通程控股  NaN      NaN  3.32    NaN   NaN      1040.21   \n",
       "1173  600293   三峡新材  NaN      NaN  2.68    NaN   NaN       753.88   \n",
       "1174  600824   益民集团  NaN      NaN  3.68    NaN   NaN      3728.05   \n",
       "1175  600720    祁连山  NaN      NaN  1.84    NaN   NaN      2933.92   \n",
       "1176  600172   黄河旋风  NaN      NaN  2.94    NaN   NaN      2438.23   \n",
       "1177  600219   南山铝业  NaN      NaN  5.85    NaN   NaN     12209.52   \n",
       "1178  600398   海澜之家  NaN      NaN  3.53    NaN   NaN      7041.01   \n",
       "1179  600287   江苏舜天  NaN      NaN  3.65    NaN   NaN      6667.45   \n",
       "1180  600822   上海物贸  NaN      NaN  1.15    NaN   NaN     -1110.77   \n",
       "1181  600231   凌钢股份  NaN      NaN  3.29    NaN   NaN     31033.57   \n",
       "1182  600710   ST常林  NaN      NaN  1.88    NaN   NaN     13959.41   \n",
       "1183  000888   峨眉山A  NaN      NaN  3.52    NaN   NaN      2145.28   \n",
       "1184  600386   北巴传媒  NaN      NaN  4.81    NaN   NaN      5041.87   \n",
       "1185  600598    北大荒  NaN      NaN  2.58    NaN   NaN     29169.75   \n",
       "\n",
       "      profits_yoy  distrib report_date  \n",
       "0             NaN      NaN       02-11  \n",
       "1             NaN      NaN       02-06  \n",
       "2             NaN      NaN       12-10  \n",
       "3             NaN      NaN       11-20  \n",
       "4             NaN      NaN       11-13  \n",
       "5          -38.27      NaN       10-31  \n",
       "6          -45.77      NaN       10-31  \n",
       "7         -176.92      NaN       10-31  \n",
       "8           -0.28      NaN       10-31  \n",
       "9          -14.19      NaN       10-31  \n",
       "10         -66.22      NaN       10-31  \n",
       "11          26.85      NaN       10-31  \n",
       "12       -1411.04      NaN       10-31  \n",
       "13            NaN      NaN       10-31  \n",
       "14         -49.65      NaN       10-31  \n",
       "15          36.67      NaN       10-31  \n",
       "16         -48.30      NaN       10-31  \n",
       "17         259.15      NaN       10-31  \n",
       "18          -5.60      NaN       10-31  \n",
       "19         137.86      NaN       10-31  \n",
       "20          -0.99      NaN       10-31  \n",
       "21          19.70      NaN       10-31  \n",
       "22         -35.50      NaN       10-31  \n",
       "23         -56.61      NaN       10-31  \n",
       "24         -42.76      NaN       10-31  \n",
       "25        -112.05      NaN       10-31  \n",
       "26        -111.22      NaN       10-31  \n",
       "27        -117.14      NaN       10-31  \n",
       "28         -23.27      NaN       10-31  \n",
       "29           2.43      NaN       10-31  \n",
       "...           ...      ...         ...  \n",
       "1156        37.49      NaN       10-18  \n",
       "1157      -125.39      NaN       10-17  \n",
       "1158        41.21      NaN       10-17  \n",
       "1159        72.42      NaN       10-17  \n",
       "1160        30.35      NaN       10-17  \n",
       "1161        37.40      NaN       10-17  \n",
       "1162       241.87      NaN       10-17  \n",
       "1163       114.46      NaN       10-17  \n",
       "1164        13.74      NaN       10-16  \n",
       "1165        87.93      NaN       10-16  \n",
       "1166        65.88      NaN       10-16  \n",
       "1167          NaN      NaN       10-16  \n",
       "1168        49.80      NaN       10-16  \n",
       "1169          NaN      NaN       10-16  \n",
       "1170       138.19      NaN       10-16  \n",
       "1171       -15.12      NaN       10-16  \n",
       "1172       -12.39      NaN       10-16  \n",
       "1173       -15.50      NaN       10-16  \n",
       "1174       -11.06      NaN       10-16  \n",
       "1175       -22.19      NaN       10-16  \n",
       "1176        13.76      NaN       10-16  \n",
       "1177        21.61      NaN       10-15  \n",
       "1178        11.07      NaN       10-15  \n",
       "1179        -1.28      NaN       10-15  \n",
       "1180      -204.91      NaN       10-14  \n",
       "1181       135.37      NaN       10-14  \n",
       "1182       319.37      NaN       10-14  \n",
       "1183        -8.04      NaN       10-11  \n",
       "1184       -42.83      NaN       10-11  \n",
       "1185         0.67      NaN       10-10  \n",
       "\n",
       "[1186 rows x 11 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.get_report_data(2003,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = ts.get_stock_basics()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "      <td>52.31</td>\n",
       "      <td>35.25</td>\n",
       "      <td>23.26</td>\n",
       "      <td>9.85</td>\n",
       "      <td>22732.0</td>\n",
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       "      <th>002666</th>\n",
       "      <td>德联集团</td>\n",
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       "      <td>1.36</td>\n",
       "      <td>26.05</td>\n",
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       "      <td>16.59</td>\n",
       "      <td>4.58</td>\n",
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       "      <th>000151</th>\n",
       "      <td>中成股份</td>\n",
       "      <td>商贸代理</td>\n",
       "      <td>北京</td>\n",
       "      <td>41.11</td>\n",
       "      <td>2.67</td>\n",
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       "      <td>3.70</td>\n",
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       "      <td>0.33</td>\n",
       "      <td>75.97</td>\n",
       "      <td>-13.01</td>\n",
       "      <td>13.48</td>\n",
       "      <td>4.15</td>\n",
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       "    <tr>\n",
       "      <th>002651</th>\n",
       "      <td>利君股份</td>\n",
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       "      <td>42.33</td>\n",
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       "      <th>600213</th>\n",
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       "      <td>-43.38</td>\n",
       "      <td>16.84</td>\n",
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       "      <th>600804</th>\n",
       "      <td>鹏博士</td>\n",
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       "      <td>705970.38</td>\n",
       "      <td>1121134.50</td>\n",
       "      <td>233035.38</td>\n",
       "      <td>...</td>\n",
       "      <td>4.84</td>\n",
       "      <td>3.13</td>\n",
       "      <td>19940103</td>\n",
       "      <td>287964.59</td>\n",
       "      <td>2.01</td>\n",
       "      <td>-4.91</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>53.72</td>\n",
       "      <td>9.61</td>\n",
       "      <td>74018.0</td>\n",
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       "    <tr>\n",
       "      <th>002069</th>\n",
       "      <td>獐子岛</td>\n",
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       "      <td>6.87</td>\n",
       "      <td>7.11</td>\n",
       "      <td>462153.44</td>\n",
       "      <td>303211.06</td>\n",
       "      <td>104924.01</td>\n",
       "      <td>97797.11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.02</td>\n",
       "      <td>20060928</td>\n",
       "      <td>-77662.52</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>6.55</td>\n",
       "      <td>144.02</td>\n",
       "      <td>17.67</td>\n",
       "      <td>3.34</td>\n",
       "      <td>42253.0</td>\n",
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       "    <tr>\n",
       "      <th>000530</th>\n",
       "      <td>大冷股份</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>27.65</td>\n",
       "      <td>5.93</td>\n",
       "      <td>8.56</td>\n",
       "      <td>554875.88</td>\n",
       "      <td>224933.55</td>\n",
       "      <td>74993.71</td>\n",
       "      <td>76119.02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.96</td>\n",
       "      <td>1.58</td>\n",
       "      <td>19931208</td>\n",
       "      <td>70696.96</td>\n",
       "      <td>0.83</td>\n",
       "      <td>10.49</td>\n",
       "      <td>6.30</td>\n",
       "      <td>19.33</td>\n",
       "      <td>9.93</td>\n",
       "      <td>37121.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603778</th>\n",
       "      <td>乾景园林</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>北京</td>\n",
       "      <td>78.88</td>\n",
       "      <td>2.26</td>\n",
       "      <td>5.00</td>\n",
       "      <td>163372.88</td>\n",
       "      <td>160503.88</td>\n",
       "      <td>993.25</td>\n",
       "      <td>2313.55</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.65</td>\n",
       "      <td>20151231</td>\n",
       "      <td>39647.64</td>\n",
       "      <td>0.79</td>\n",
       "      <td>-2.90</td>\n",
       "      <td>-32.97</td>\n",
       "      <td>23.82</td>\n",
       "      <td>10.89</td>\n",
       "      <td>35005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000810</th>\n",
       "      <td>创维数字</td>\n",
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       "      <td>四川</td>\n",
       "      <td>124.47</td>\n",
       "      <td>9.90</td>\n",
       "      <td>10.71</td>\n",
       "      <td>721120.56</td>\n",
       "      <td>604135.94</td>\n",
       "      <td>69099.56</td>\n",
       "      <td>40258.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.45</td>\n",
       "      <td>3.09</td>\n",
       "      <td>19980602</td>\n",
       "      <td>132492.77</td>\n",
       "      <td>1.24</td>\n",
       "      <td>20.98</td>\n",
       "      <td>-85.90</td>\n",
       "      <td>13.76</td>\n",
       "      <td>0.95</td>\n",
       "      <td>37825.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002877</th>\n",
       "      <td>智能自控</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>江苏</td>\n",
       "      <td>79.20</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.22</td>\n",
       "      <td>82386.47</td>\n",
       "      <td>64636.50</td>\n",
       "      <td>5666.33</td>\n",
       "      <td>22719.17</td>\n",
       "      <td>...</td>\n",
       "      <td>4.79</td>\n",
       "      <td>6.45</td>\n",
       "      <td>20170605</td>\n",
       "      <td>20218.09</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12.35</td>\n",
       "      <td>4.16</td>\n",
       "      <td>40.65</td>\n",
       "      <td>15.50</td>\n",
       "      <td>16200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000948</th>\n",
       "      <td>南天信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2.47</td>\n",
       "      <td>270060.22</td>\n",
       "      <td>186908.16</td>\n",
       "      <td>23559.42</td>\n",
       "      <td>80772.31</td>\n",
       "      <td>...</td>\n",
       "      <td>5.61</td>\n",
       "      <td>2.13</td>\n",
       "      <td>19991014</td>\n",
       "      <td>25366.70</td>\n",
       "      <td>1.03</td>\n",
       "      <td>7.10</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>22.59</td>\n",
       "      <td>-3.72</td>\n",
       "      <td>36041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300300</th>\n",
       "      <td>汉鼎宇佑</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>170.53</td>\n",
       "      <td>2.73</td>\n",
       "      <td>4.59</td>\n",
       "      <td>335846.31</td>\n",
       "      <td>180072.00</td>\n",
       "      <td>19059.36</td>\n",
       "      <td>137765.06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.83</td>\n",
       "      <td>4.51</td>\n",
       "      <td>20120319</td>\n",
       "      <td>34513.55</td>\n",
       "      <td>0.75</td>\n",
       "      <td>-20.06</td>\n",
       "      <td>-4.26</td>\n",
       "      <td>29.56</td>\n",
       "      <td>13.50</td>\n",
       "      <td>17227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002927</th>\n",
       "      <td>泰永长征</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>贵州</td>\n",
       "      <td>91.61</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.94</td>\n",
       "      <td>43605.35</td>\n",
       "      <td>35037.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.85</td>\n",
       "      <td>11.38</td>\n",
       "      <td>20180223</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.51</td>\n",
       "      <td>48823.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603506</th>\n",
       "      <td>南都物业</td>\n",
       "      <td>房产服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>46.49</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.79</td>\n",
       "      <td>72642.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.35</td>\n",
       "      <td>9.07</td>\n",
       "      <td>20180201</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>18531.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300534</th>\n",
       "      <td>陇神戎发</td>\n",
       "      <td>中成药</td>\n",
       "      <td>甘肃</td>\n",
       "      <td>172.75</td>\n",
       "      <td>1.89</td>\n",
       "      <td>3.03</td>\n",
       "      <td>78058.93</td>\n",
       "      <td>25093.23</td>\n",
       "      <td>34506.76</td>\n",
       "      <td>23148.81</td>\n",
       "      <td>...</td>\n",
       "      <td>2.35</td>\n",
       "      <td>4.17</td>\n",
       "      <td>20160913</td>\n",
       "      <td>14831.75</td>\n",
       "      <td>0.49</td>\n",
       "      <td>2.30</td>\n",
       "      <td>-65.68</td>\n",
       "      <td>32.08</td>\n",
       "      <td>6.67</td>\n",
       "      <td>24114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300490</th>\n",
       "      <td>华自科技</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>湖南</td>\n",
       "      <td>91.31</td>\n",
       "      <td>0.91</td>\n",
       "      <td>2.29</td>\n",
       "      <td>95275.47</td>\n",
       "      <td>59965.38</td>\n",
       "      <td>11950.71</td>\n",
       "      <td>23825.85</td>\n",
       "      <td>...</td>\n",
       "      <td>3.14</td>\n",
       "      <td>4.34</td>\n",
       "      <td>20151231</td>\n",
       "      <td>17474.20</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-7.52</td>\n",
       "      <td>39.56</td>\n",
       "      <td>7.49</td>\n",
       "      <td>17168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300104</th>\n",
       "      <td>乐视网</td>\n",
       "      <td>互联网</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.43</td>\n",
       "      <td>39.89</td>\n",
       "      <td>3228806.25</td>\n",
       "      <td>1410543.63</td>\n",
       "      <td>104074.28</td>\n",
       "      <td>820496.19</td>\n",
       "      <td>...</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.97</td>\n",
       "      <td>20100812</td>\n",
       "      <td>-189.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-63.67</td>\n",
       "      <td>-435.02</td>\n",
       "      <td>-16.19</td>\n",
       "      <td>-27.10</td>\n",
       "      <td>185875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300099</th>\n",
       "      <td>精准信息</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>山东</td>\n",
       "      <td>160.69</td>\n",
       "      <td>3.92</td>\n",
       "      <td>6.69</td>\n",
       "      <td>175597.95</td>\n",
       "      <td>83756.36</td>\n",
       "      <td>20587.15</td>\n",
       "      <td>74912.71</td>\n",
       "      <td>...</td>\n",
       "      <td>2.44</td>\n",
       "      <td>3.06</td>\n",
       "      <td>20100806</td>\n",
       "      <td>16487.59</td>\n",
       "      <td>0.25</td>\n",
       "      <td>83.75</td>\n",
       "      <td>599.78</td>\n",
       "      <td>56.34</td>\n",
       "      <td>14.59</td>\n",
       "      <td>30851.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000957</th>\n",
       "      <td>中通客车</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>山东</td>\n",
       "      <td>38.92</td>\n",
       "      <td>4.77</td>\n",
       "      <td>5.93</td>\n",
       "      <td>1080451.13</td>\n",
       "      <td>906956.63</td>\n",
       "      <td>114746.15</td>\n",
       "      <td>47752.87</td>\n",
       "      <td>...</td>\n",
       "      <td>4.58</td>\n",
       "      <td>2.33</td>\n",
       "      <td>20000113</td>\n",
       "      <td>141934.05</td>\n",
       "      <td>2.39</td>\n",
       "      <td>-22.68</td>\n",
       "      <td>-73.22</td>\n",
       "      <td>14.45</td>\n",
       "      <td>2.71</td>\n",
       "      <td>71560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300678</th>\n",
       "      <td>中科信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>四川</td>\n",
       "      <td>390.83</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>66166.78</td>\n",
       "      <td>52995.73</td>\n",
       "      <td>1981.14</td>\n",
       "      <td>25884.55</td>\n",
       "      <td>...</td>\n",
       "      <td>5.23</td>\n",
       "      <td>12.16</td>\n",
       "      <td>20170728</td>\n",
       "      <td>10997.00</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.38</td>\n",
       "      <td>9.75</td>\n",
       "      <td>20478.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603712</th>\n",
       "      <td>七一二</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>天津</td>\n",
       "      <td>140.96</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.72</td>\n",
       "      <td>348015.50</td>\n",
       "      <td>277392.63</td>\n",
       "      <td>57633.35</td>\n",
       "      <td>63780.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.29</td>\n",
       "      <td>8.18</td>\n",
       "      <td>20180226</td>\n",
       "      <td>20558.85</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.57</td>\n",
       "      <td>8.39</td>\n",
       "      <td>88473.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300647</th>\n",
       "      <td>超频三</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>71.80</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.23</td>\n",
       "      <td>83115.93</td>\n",
       "      <td>42642.17</td>\n",
       "      <td>25424.42</td>\n",
       "      <td>25124.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.30</td>\n",
       "      <td>5.07</td>\n",
       "      <td>20170503</td>\n",
       "      <td>13382.12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.52</td>\n",
       "      <td>11.45</td>\n",
       "      <td>16598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002790</th>\n",
       "      <td>瑞尔特</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>福建</td>\n",
       "      <td>26.77</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>157992.94</td>\n",
       "      <td>114326.46</td>\n",
       "      <td>40017.01</td>\n",
       "      <td>66656.49</td>\n",
       "      <td>...</td>\n",
       "      <td>8.85</td>\n",
       "      <td>3.06</td>\n",
       "      <td>20160308</td>\n",
       "      <td>52054.10</td>\n",
       "      <td>3.25</td>\n",
       "      <td>11.84</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>33.67</td>\n",
       "      <td>18.13</td>\n",
       "      <td>17514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601500</th>\n",
       "      <td>通用股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>44.69</td>\n",
       "      <td>1.75</td>\n",
       "      <td>7.27</td>\n",
       "      <td>389710.97</td>\n",
       "      <td>208154.38</td>\n",
       "      <td>131319.77</td>\n",
       "      <td>74228.81</td>\n",
       "      <td>...</td>\n",
       "      <td>3.52</td>\n",
       "      <td>2.50</td>\n",
       "      <td>20160919</td>\n",
       "      <td>94617.17</td>\n",
       "      <td>1.30</td>\n",
       "      <td>14.70</td>\n",
       "      <td>-18.82</td>\n",
       "      <td>14.99</td>\n",
       "      <td>3.91</td>\n",
       "      <td>71583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002189</th>\n",
       "      <td>利达光电</td>\n",
       "      <td>元器件</td>\n",
       "      <td>河南</td>\n",
       "      <td>163.48</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.99</td>\n",
       "      <td>91798.42</td>\n",
       "      <td>53013.69</td>\n",
       "      <td>32434.03</td>\n",
       "      <td>18514.51</td>\n",
       "      <td>...</td>\n",
       "      <td>2.78</td>\n",
       "      <td>6.41</td>\n",
       "      <td>20071203</td>\n",
       "      <td>14644.25</td>\n",
       "      <td>0.74</td>\n",
       "      <td>10.74</td>\n",
       "      <td>25.59</td>\n",
       "      <td>16.17</td>\n",
       "      <td>2.38</td>\n",
       "      <td>32488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600523</th>\n",
       "      <td>贵航股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>贵州</td>\n",
       "      <td>30.90</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.89</td>\n",
       "      <td>350165.19</td>\n",
       "      <td>236277.34</td>\n",
       "      <td>61312.90</td>\n",
       "      <td>93595.95</td>\n",
       "      <td>...</td>\n",
       "      <td>7.49</td>\n",
       "      <td>2.18</td>\n",
       "      <td>20011227</td>\n",
       "      <td>72851.90</td>\n",
       "      <td>2.52</td>\n",
       "      <td>0.49</td>\n",
       "      <td>11.19</td>\n",
       "      <td>21.23</td>\n",
       "      <td>4.79</td>\n",
       "      <td>23157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002606</th>\n",
       "      <td>大连电瓷</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>50.90</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.07</td>\n",
       "      <td>150050.69</td>\n",
       "      <td>92202.61</td>\n",
       "      <td>38864.96</td>\n",
       "      <td>12314.42</td>\n",
       "      <td>...</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.39</td>\n",
       "      <td>20110805</td>\n",
       "      <td>32785.09</td>\n",
       "      <td>0.80</td>\n",
       "      <td>5.61</td>\n",
       "      <td>-8.99</td>\n",
       "      <td>37.54</td>\n",
       "      <td>10.67</td>\n",
       "      <td>52765.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600962</th>\n",
       "      <td>国投中鲁</td>\n",
       "      <td>软饮料</td>\n",
       "      <td>北京</td>\n",
       "      <td>7165.45</td>\n",
       "      <td>2.54</td>\n",
       "      <td>2.62</td>\n",
       "      <td>154691.19</td>\n",
       "      <td>85564.21</td>\n",
       "      <td>56001.75</td>\n",
       "      <td>52681.81</td>\n",
       "      <td>...</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.08</td>\n",
       "      <td>20040622</td>\n",
       "      <td>-1014.15</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-3.36</td>\n",
       "      <td>-92.52</td>\n",
       "      <td>23.22</td>\n",
       "      <td>0.04</td>\n",
       "      <td>16800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603083</th>\n",
       "      <td>剑桥科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>66.26</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>184472.72</td>\n",
       "      <td>123587.26</td>\n",
       "      <td>42335.89</td>\n",
       "      <td>27968.40</td>\n",
       "      <td>...</td>\n",
       "      <td>9.91</td>\n",
       "      <td>5.02</td>\n",
       "      <td>20171110</td>\n",
       "      <td>34414.28</td>\n",
       "      <td>3.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.45</td>\n",
       "      <td>2.98</td>\n",
       "      <td>17000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300644</th>\n",
       "      <td>南京聚隆</td>\n",
       "      <td>塑料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>56.93</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.64</td>\n",
       "      <td>82547.78</td>\n",
       "      <td>60597.23</td>\n",
       "      <td>18706.01</td>\n",
       "      <td>7448.47</td>\n",
       "      <td>...</td>\n",
       "      <td>8.83</td>\n",
       "      <td>5.69</td>\n",
       "      <td>20180206</td>\n",
       "      <td>25969.65</td>\n",
       "      <td>4.06</td>\n",
       "      <td>13.33</td>\n",
       "      <td>-28.26</td>\n",
       "      <td>17.55</td>\n",
       "      <td>5.51</td>\n",
       "      <td>31946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002863</th>\n",
       "      <td>今飞凯达</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>75.52</td>\n",
       "      <td>0.56</td>\n",
       "      <td>2.22</td>\n",
       "      <td>361379.13</td>\n",
       "      <td>189711.97</td>\n",
       "      <td>126543.10</td>\n",
       "      <td>29541.88</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.55</td>\n",
       "      <td>20170418</td>\n",
       "      <td>33382.00</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.62</td>\n",
       "      <td>2.34</td>\n",
       "      <td>29141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300277</th>\n",
       "      <td>海联讯</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.35</td>\n",
       "      <td>62416.96</td>\n",
       "      <td>56641.16</td>\n",
       "      <td>3643.01</td>\n",
       "      <td>8288.05</td>\n",
       "      <td>...</td>\n",
       "      <td>1.39</td>\n",
       "      <td>7.91</td>\n",
       "      <td>20111123</td>\n",
       "      <td>2956.40</td>\n",
       "      <td>0.09</td>\n",
       "      <td>28.20</td>\n",
       "      <td>79.86</td>\n",
       "      <td>16.95</td>\n",
       "      <td>-3.13</td>\n",
       "      <td>12806.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300344</th>\n",
       "      <td>太空板业</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.93</td>\n",
       "      <td>3.38</td>\n",
       "      <td>141963.77</td>\n",
       "      <td>54421.69</td>\n",
       "      <td>28696.60</td>\n",
       "      <td>23861.07</td>\n",
       "      <td>...</td>\n",
       "      <td>1.90</td>\n",
       "      <td>5.80</td>\n",
       "      <td>20120801</td>\n",
       "      <td>4017.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>54.43</td>\n",
       "      <td>-203.24</td>\n",
       "      <td>40.20</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>39634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002903</th>\n",
       "      <td>宇环数控</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>湖南</td>\n",
       "      <td>45.36</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>46765.40</td>\n",
       "      <td>35099.05</td>\n",
       "      <td>5475.37</td>\n",
       "      <td>4677.06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.38</td>\n",
       "      <td>9.30</td>\n",
       "      <td>20171013</td>\n",
       "      <td>17691.53</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.77</td>\n",
       "      <td>33.79</td>\n",
       "      <td>51373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002928</th>\n",
       "      <td>华夏航空</td>\n",
       "      <td>空运</td>\n",
       "      <td>贵州</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.41</td>\n",
       "      <td>4.00</td>\n",
       "      <td>548565.06</td>\n",
       "      <td>172783.70</td>\n",
       "      <td>292229.34</td>\n",
       "      <td>23364.48</td>\n",
       "      <td>...</td>\n",
       "      <td>3.19</td>\n",
       "      <td>13.75</td>\n",
       "      <td>20180302</td>\n",
       "      <td>49540.18</td>\n",
       "      <td>1.24</td>\n",
       "      <td>35.17</td>\n",
       "      <td>8.23</td>\n",
       "      <td>21.53</td>\n",
       "      <td>10.85</td>\n",
       "      <td>78828.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002907</th>\n",
       "      <td>华森制药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>重庆</td>\n",
       "      <td>115.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>70735.78</td>\n",
       "      <td>40050.03</td>\n",
       "      <td>13501.01</td>\n",
       "      <td>36.72</td>\n",
       "      <td>...</td>\n",
       "      <td>1.54</td>\n",
       "      <td>23.23</td>\n",
       "      <td>20171020</td>\n",
       "      <td>17636.82</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.17</td>\n",
       "      <td>21.04</td>\n",
       "      <td>78250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300413</th>\n",
       "      <td>快乐购</td>\n",
       "      <td>百货</td>\n",
       "      <td>湖南</td>\n",
       "      <td>217.26</td>\n",
       "      <td>2.06</td>\n",
       "      <td>4.01</td>\n",
       "      <td>227427.97</td>\n",
       "      <td>199518.45</td>\n",
       "      <td>11563.87</td>\n",
       "      <td>67782.49</td>\n",
       "      <td>...</td>\n",
       "      <td>4.19</td>\n",
       "      <td>9.39</td>\n",
       "      <td>20150121</td>\n",
       "      <td>51775.10</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-7.32</td>\n",
       "      <td>9.03</td>\n",
       "      <td>22.72</td>\n",
       "      <td>2.43</td>\n",
       "      <td>22780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002916</th>\n",
       "      <td>深南电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.80</td>\n",
       "      <td>594001.94</td>\n",
       "      <td>255038.63</td>\n",
       "      <td>281201.25</td>\n",
       "      <td>92537.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.53</td>\n",
       "      <td>8.88</td>\n",
       "      <td>20171213</td>\n",
       "      <td>59876.44</td>\n",
       "      <td>2.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.21</td>\n",
       "      <td>8.04</td>\n",
       "      <td>132188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300462</th>\n",
       "      <td>华铭智能</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.90</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.38</td>\n",
       "      <td>81888.28</td>\n",
       "      <td>73881.32</td>\n",
       "      <td>1230.28</td>\n",
       "      <td>19802.05</td>\n",
       "      <td>...</td>\n",
       "      <td>4.27</td>\n",
       "      <td>5.97</td>\n",
       "      <td>20150527</td>\n",
       "      <td>20509.80</td>\n",
       "      <td>1.49</td>\n",
       "      <td>11.81</td>\n",
       "      <td>-33.06</td>\n",
       "      <td>33.77</td>\n",
       "      <td>15.93</td>\n",
       "      <td>11125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603058</th>\n",
       "      <td>永吉股份</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>贵州</td>\n",
       "      <td>94.54</td>\n",
       "      <td>2.28</td>\n",
       "      <td>4.24</td>\n",
       "      <td>88269.03</td>\n",
       "      <td>42376.26</td>\n",
       "      <td>23044.42</td>\n",
       "      <td>13164.51</td>\n",
       "      <td>...</td>\n",
       "      <td>1.94</td>\n",
       "      <td>8.90</td>\n",
       "      <td>20161223</td>\n",
       "      <td>20059.55</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>-13.59</td>\n",
       "      <td>35.62</td>\n",
       "      <td>26.19</td>\n",
       "      <td>7269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002883</th>\n",
       "      <td>中设股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>61.49</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.53</td>\n",
       "      <td>42931.45</td>\n",
       "      <td>38665.80</td>\n",
       "      <td>1968.18</td>\n",
       "      <td>20463.71</td>\n",
       "      <td>...</td>\n",
       "      <td>7.13</td>\n",
       "      <td>7.41</td>\n",
       "      <td>20170620</td>\n",
       "      <td>10092.40</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.81</td>\n",
       "      <td>20.65</td>\n",
       "      <td>9250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600238</th>\n",
       "      <td>海南椰岛</td>\n",
       "      <td>红黄药酒</td>\n",
       "      <td>海南</td>\n",
       "      <td>742.17</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.48</td>\n",
       "      <td>174418.52</td>\n",
       "      <td>139633.19</td>\n",
       "      <td>22147.02</td>\n",
       "      <td>12748.60</td>\n",
       "      <td>...</td>\n",
       "      <td>1.94</td>\n",
       "      <td>3.92</td>\n",
       "      <td>20000120</td>\n",
       "      <td>16944.24</td>\n",
       "      <td>0.38</td>\n",
       "      <td>61.36</td>\n",
       "      <td>105.30</td>\n",
       "      <td>27.46</td>\n",
       "      <td>0.50</td>\n",
       "      <td>29905.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600207</th>\n",
       "      <td>安彩高科</td>\n",
       "      <td>元器件</td>\n",
       "      <td>河南</td>\n",
       "      <td>888.96</td>\n",
       "      <td>6.90</td>\n",
       "      <td>8.63</td>\n",
       "      <td>232798.72</td>\n",
       "      <td>109059.70</td>\n",
       "      <td>71565.28</td>\n",
       "      <td>288135.69</td>\n",
       "      <td>...</td>\n",
       "      <td>2.21</td>\n",
       "      <td>4.24</td>\n",
       "      <td>19990714</td>\n",
       "      <td>-223097.55</td>\n",
       "      <td>-2.59</td>\n",
       "      <td>6.01</td>\n",
       "      <td>-4.87</td>\n",
       "      <td>12.07</td>\n",
       "      <td>0.46</td>\n",
       "      <td>43800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002208</th>\n",
       "      <td>合肥城建</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>安徽</td>\n",
       "      <td>135.02</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1160278.00</td>\n",
       "      <td>1148314.00</td>\n",
       "      <td>6756.07</td>\n",
       "      <td>29001.14</td>\n",
       "      <td>...</td>\n",
       "      <td>5.10</td>\n",
       "      <td>2.43</td>\n",
       "      <td>20080128</td>\n",
       "      <td>74377.09</td>\n",
       "      <td>2.32</td>\n",
       "      <td>-18.72</td>\n",
       "      <td>-66.96</td>\n",
       "      <td>26.76</td>\n",
       "      <td>1.64</td>\n",
       "      <td>34015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002077</th>\n",
       "      <td>大港股份</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>江苏</td>\n",
       "      <td>459.81</td>\n",
       "      <td>3.74</td>\n",
       "      <td>5.80</td>\n",
       "      <td>706070.38</td>\n",
       "      <td>340671.66</td>\n",
       "      <td>67091.93</td>\n",
       "      <td>281856.31</td>\n",
       "      <td>...</td>\n",
       "      <td>6.62</td>\n",
       "      <td>1.56</td>\n",
       "      <td>20061116</td>\n",
       "      <td>33101.57</td>\n",
       "      <td>0.57</td>\n",
       "      <td>-10.80</td>\n",
       "      <td>-51.91</td>\n",
       "      <td>24.55</td>\n",
       "      <td>1.03</td>\n",
       "      <td>18687.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600728</th>\n",
       "      <td>佳都科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>广东</td>\n",
       "      <td>237.07</td>\n",
       "      <td>13.79</td>\n",
       "      <td>16.17</td>\n",
       "      <td>559082.38</td>\n",
       "      <td>446256.31</td>\n",
       "      <td>6508.06</td>\n",
       "      <td>142833.23</td>\n",
       "      <td>...</td>\n",
       "      <td>1.88</td>\n",
       "      <td>5.57</td>\n",
       "      <td>19960716</td>\n",
       "      <td>-1256.87</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>57.19</td>\n",
       "      <td>4877.10</td>\n",
       "      <td>12.41</td>\n",
       "      <td>2.25</td>\n",
       "      <td>60643.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601700</th>\n",
       "      <td>风范股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>40.23</td>\n",
       "      <td>11.33</td>\n",
       "      <td>11.33</td>\n",
       "      <td>458216.19</td>\n",
       "      <td>293546.72</td>\n",
       "      <td>40695.48</td>\n",
       "      <td>122509.51</td>\n",
       "      <td>...</td>\n",
       "      <td>2.66</td>\n",
       "      <td>2.79</td>\n",
       "      <td>20110118</td>\n",
       "      <td>41645.55</td>\n",
       "      <td>0.37</td>\n",
       "      <td>-21.90</td>\n",
       "      <td>-9.97</td>\n",
       "      <td>19.78</td>\n",
       "      <td>8.98</td>\n",
       "      <td>71668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002769</th>\n",
       "      <td>普路通</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>深圳</td>\n",
       "      <td>38.94</td>\n",
       "      <td>1.90</td>\n",
       "      <td>3.77</td>\n",
       "      <td>981181.38</td>\n",
       "      <td>950731.13</td>\n",
       "      <td>729.45</td>\n",
       "      <td>28897.16</td>\n",
       "      <td>...</td>\n",
       "      <td>3.54</td>\n",
       "      <td>5.84</td>\n",
       "      <td>20150629</td>\n",
       "      <td>64253.66</td>\n",
       "      <td>1.71</td>\n",
       "      <td>55.42</td>\n",
       "      <td>-4.32</td>\n",
       "      <td>6.76</td>\n",
       "      <td>3.75</td>\n",
       "      <td>34063.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300681</th>\n",
       "      <td>英搏尔</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>56.69</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.76</td>\n",
       "      <td>82386.78</td>\n",
       "      <td>65557.82</td>\n",
       "      <td>11986.65</td>\n",
       "      <td>36092.40</td>\n",
       "      <td>...</td>\n",
       "      <td>8.50</td>\n",
       "      <td>6.28</td>\n",
       "      <td>20170725</td>\n",
       "      <td>15950.92</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.60</td>\n",
       "      <td>15.96</td>\n",
       "      <td>7219.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600634</th>\n",
       "      <td>富控互动</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.43</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.76</td>\n",
       "      <td>654017.44</td>\n",
       "      <td>366004.97</td>\n",
       "      <td>2749.05</td>\n",
       "      <td>193459.88</td>\n",
       "      <td>...</td>\n",
       "      <td>5.15</td>\n",
       "      <td>3.06</td>\n",
       "      <td>19930304</td>\n",
       "      <td>39187.15</td>\n",
       "      <td>0.68</td>\n",
       "      <td>-72.23</td>\n",
       "      <td>62.32</td>\n",
       "      <td>81.69</td>\n",
       "      <td>10.87</td>\n",
       "      <td>37100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000629</th>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>普钢</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.67</td>\n",
       "      <td>85.90</td>\n",
       "      <td>999802.19</td>\n",
       "      <td>379422.75</td>\n",
       "      <td>442935.09</td>\n",
       "      <td>552790.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19961115</td>\n",
       "      <td>-1146276.50</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-29.09</td>\n",
       "      <td>155.19</td>\n",
       "      <td>20.06</td>\n",
       "      <td>10.35</td>\n",
       "      <td>309056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000511</th>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>11.55</td>\n",
       "      <td>346274.91</td>\n",
       "      <td>312833.03</td>\n",
       "      <td>2405.45</td>\n",
       "      <td>29655.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19930518</td>\n",
       "      <td>-63425.48</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>43.62</td>\n",
       "      <td>-55.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-14.68</td>\n",
       "      <td>164822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600929</th>\n",
       "      <td>湖南盐业</td>\n",
       "      <td>食品</td>\n",
       "      <td>湖南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>310491.63</td>\n",
       "      <td>78859.31</td>\n",
       "      <td>139873.81</td>\n",
       "      <td>24281.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>71625.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>15.06</td>\n",
       "      <td>47.71</td>\n",
       "      <td>7.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600806</th>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.31</td>\n",
       "      <td>193646.66</td>\n",
       "      <td>121889.97</td>\n",
       "      <td>45542.53</td>\n",
       "      <td>1976.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19940103</td>\n",
       "      <td>-45091.93</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>21.07</td>\n",
       "      <td>-23.37</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-51.43</td>\n",
       "      <td>33099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600432</th>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>小金属</td>\n",
       "      <td>吉林</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>16.04</td>\n",
       "      <td>1373541.75</td>\n",
       "      <td>297409.28</td>\n",
       "      <td>768094.25</td>\n",
       "      <td>626871.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20030905</td>\n",
       "      <td>-549617.19</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>9.91</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>15.12</td>\n",
       "      <td>-42.86</td>\n",
       "      <td>70654.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300634</th>\n",
       "      <td>彩讯股份</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100621.55</td>\n",
       "      <td>65063.45</td>\n",
       "      <td>1320.74</td>\n",
       "      <td>26752.97</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19710.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.46</td>\n",
       "      <td>44.54</td>\n",
       "      <td>48.01</td>\n",
       "      <td>21.36</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002930</th>\n",
       "      <td>宏川智慧</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>187270.80</td>\n",
       "      <td>13539.20</td>\n",
       "      <td>103894.40</td>\n",
       "      <td>60574.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>38270.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>10.33</td>\n",
       "      <td>56.59</td>\n",
       "      <td>25.41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000950</th>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>重庆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1562395.13</td>\n",
       "      <td>1296451.63</td>\n",
       "      <td>48986.46</td>\n",
       "      <td>259775.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19990916</td>\n",
       "      <td>193228.36</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>758.44</td>\n",
       "      <td>9.07</td>\n",
       "      <td>5.20</td>\n",
       "      <td>30624.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3502 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area       pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                     \n",
       "000890  法 尔 胜      钢加工   江苏   107.62         3.80    3.80   1113305.25   \n",
       "002472   双环传动     机械基件   浙江    28.50         5.44    6.84    574330.94   \n",
       "002666   德联集团     化工原料   广东    44.57         4.44    7.54    337337.06   \n",
       "000151   中成股份     商贸代理   北京    41.11         2.67    2.96    230761.38   \n",
       "002651   利君股份     专用机械   四川    75.73         3.78   10.03    244765.77   \n",
       "600213   亚星客车     汽车整车   江苏    67.11         2.20    2.20    485918.00   \n",
       "600804    鹏博士     电信运营   四川    26.86        14.32   14.32   2346922.50   \n",
       "002069    獐子岛       渔业   辽宁    34.67         6.87    7.11    462153.44   \n",
       "000530   大冷股份     机械基件   辽宁    27.65         5.93    8.56    554875.88   \n",
       "603778   乾景园林     建筑施工   北京    78.88         2.26    5.00    163372.88   \n",
       "000810   创维数字     家用电器   四川   124.47         9.90   10.71    721120.56   \n",
       "002877   智能自控     电器仪表   江苏    79.20         0.31    1.22     82386.47   \n",
       "000948   南天信息     软件服务   云南     0.00         2.46    2.47    270060.22   \n",
       "300300   汉鼎宇佑     软件服务   浙江   170.53         2.73    4.59    335846.31   \n",
       "002927   泰永长征     电气设备   贵州    91.61         0.23    0.94     43605.35   \n",
       "603506   南都物业     房产服务   浙江    46.49         0.20    0.79     72642.00   \n",
       "300534   陇神戎发      中成药   甘肃   172.75         1.89    3.03     78058.93   \n",
       "300490   华自科技     电气设备   湖南    91.31         0.91    2.29     95275.47   \n",
       "300104    乐视网      互联网   北京     0.00        30.43   39.89   3228806.25   \n",
       "300099   精准信息     电器仪表   山东   160.69         3.92    6.69    175597.95   \n",
       "000957   中通客车     汽车整车   山东    38.92         4.77    5.93   1080451.13   \n",
       "300678   中科信息     软件服务   四川   390.83         0.25    1.00     66166.78   \n",
       "603712    七一二     通信设备   天津   140.96         1.00    7.72    348015.50   \n",
       "300647    超频三      元器件   深圳    71.80         0.30    1.23     83115.93   \n",
       "002790    瑞尔特     家居用品   福建    26.77         0.40    1.60    157992.94   \n",
       "601500   通用股份     汽车配件   江苏    44.69         1.75    7.27    389710.97   \n",
       "002189   利达光电      元器件   河南   163.48         1.99    1.99     91798.42   \n",
       "600523   贵航股份     汽车配件   贵州    30.90         2.89    2.89    350165.19   \n",
       "002606   大连电瓷     电气设备   辽宁    50.90         4.02    4.07    150050.69   \n",
       "600962   国投中鲁      软饮料   北京  7165.45         2.54    2.62    154691.19   \n",
       "...       ...      ...  ...      ...          ...     ...          ...   \n",
       "603083   剑桥科技     通信设备   上海    66.26         0.24    0.98    184472.72   \n",
       "300644   南京聚隆       塑料   江苏    56.93         0.16    0.64     82547.78   \n",
       "002863   今飞凯达     汽车配件   浙江    75.52         0.56    2.22    361379.13   \n",
       "300277    海联讯     软件服务   深圳     0.00         3.34    3.35     62416.96   \n",
       "300344   太空板业     其他建材   北京     0.00         1.93    3.38    141963.77   \n",
       "002903   宇环数控     机床制造   湖南    45.36         0.25    1.00     46765.40   \n",
       "002928   华夏航空       空运   贵州    46.93         0.41    4.00    548565.06   \n",
       "002907   华森制药     化学制药   重庆   115.74         0.40    4.00     70735.78   \n",
       "300413    快乐购       百货   湖南   217.26         2.06    4.01    227427.97   \n",
       "002916   深南电路      元器件   深圳    46.93         0.70    2.80    594001.94   \n",
       "300462   华铭智能     专用机械   上海   100.90         0.56    1.38     81888.28   \n",
       "603058   永吉股份     广告包装   贵州    94.54         2.28    4.24     88269.03   \n",
       "002883   中设股份     建筑施工   江苏    61.49         0.13    0.53     42931.45   \n",
       "600238   海南椰岛     红黄药酒   海南   742.17         4.45    4.48    174418.52   \n",
       "600207   安彩高科      元器件   河南   888.96         6.90    8.63    232798.72   \n",
       "002208   合肥城建     区域地产   安徽   135.02         3.19    3.20   1160278.00   \n",
       "002077   大港股份     区域地产   江苏   459.81         3.74    5.80    706070.38   \n",
       "600728   佳都科技     软件服务   广东   237.07        13.79   16.17    559082.38   \n",
       "601700   风范股份     电气设备   江苏    40.23        11.33   11.33    458216.19   \n",
       "002769    普路通     仓储物流   深圳    38.94         1.90    3.77    981181.38   \n",
       "300681    英搏尔      元器件   广东    56.69         0.19    0.76     82386.78   \n",
       "600634   富控互动      互联网   上海   100.43         5.76    5.76    654017.44   \n",
       "000629  *ST钒钛       普钢   四川     0.00        47.67   85.90    999802.19   \n",
       "000511  *ST烯碳     矿物制品   辽宁     0.00        11.55   11.55    346274.91   \n",
       "600929   湖南盐业       食品   湖南     0.00         0.00    0.00    310491.63   \n",
       "600806  *ST昆机     机床制造   云南     0.00         3.90    5.31    193646.66   \n",
       "600432  *ST吉恩      小金属   吉林     0.00        16.04   16.04   1373541.75   \n",
       "300634   彩讯股份     软件服务   深圳     0.00         0.00    0.00    100621.55   \n",
       "002930   宏川智慧     仓储物流   广东     0.00         0.00    0.00    187270.80   \n",
       "000950  *ST建峰     农药化肥   重庆     0.00         5.99   17.28   1562395.13   \n",
       "\n",
       "        liquidAssets  fixedAssets   reserved    ...     bvps     pb  \\\n",
       "code                                            ...                   \n",
       "000890     780657.19     25345.75    1377.54    ...     2.26   3.14   \n",
       "002472     275411.78    160774.52  145674.42    ...     4.50   2.24   \n",
       "002666     226783.72     49568.25   98210.15    ...     3.80   1.84   \n",
       "000151     188807.98      6801.99   44202.68    ...     3.29   3.70   \n",
       "002651     180324.13     20735.05   33509.53    ...     1.92   3.94   \n",
       "600213     454487.75     23624.40   34209.40    ...     0.71  14.12   \n",
       "600804     705970.38   1121134.50  233035.38    ...     4.84   3.13   \n",
       "002069     303211.06    104924.01   97797.11    ...     0.56   9.02   \n",
       "000530     224933.55     74993.71   76119.02    ...     3.96   1.58   \n",
       "603778     160503.88       993.25    2313.55    ...     1.92   3.65   \n",
       "000810     604135.94     69099.56   40258.73    ...     2.45   3.09   \n",
       "002877      64636.50      5666.33   22719.17    ...     4.79   6.45   \n",
       "000948     186908.16     23559.42   80772.31    ...     5.61   2.13   \n",
       "300300     180072.00     19059.36  137765.06    ...     4.83   4.51   \n",
       "002927      35037.03         0.00       0.00    ...     4.85  11.38   \n",
       "603506          0.00         0.00       0.00    ...     4.35   9.07   \n",
       "300534      25093.23     34506.76   23148.81    ...     2.35   4.17   \n",
       "300490      59965.38     11950.71   23825.85    ...     3.14   4.34   \n",
       "300104    1410543.63    104074.28  820496.19    ...     3.13   1.97   \n",
       "300099      83756.36     20587.15   74912.71    ...     2.44   3.06   \n",
       "000957     906956.63    114746.15   47752.87    ...     4.58   2.33   \n",
       "300678      52995.73      1981.14   25884.55    ...     5.23  12.16   \n",
       "603712     277392.63     57633.35   63780.73    ...     2.29   8.18   \n",
       "300647      42642.17     25424.42   25124.00    ...     4.30   5.07   \n",
       "002790     114326.46     40017.01   66656.49    ...     8.85   3.06   \n",
       "601500     208154.38    131319.77   74228.81    ...     3.52   2.50   \n",
       "002189      53013.69     32434.03   18514.51    ...     2.78   6.41   \n",
       "600523     236277.34     61312.90   93595.95    ...     7.49   2.18   \n",
       "002606      92202.61     38864.96   12314.42    ...     2.26   4.39   \n",
       "600962      85564.21     56001.75   52681.81    ...     3.12   3.08   \n",
       "...              ...          ...        ...    ...      ...    ...   \n",
       "603083     123587.26     42335.89   27968.40    ...     9.91   5.02   \n",
       "300644      60597.23     18706.01    7448.47    ...     8.83   5.69   \n",
       "002863     189711.97    126543.10   29541.88    ...     4.00   4.55   \n",
       "300277      56641.16      3643.01    8288.05    ...     1.39   7.91   \n",
       "300344      54421.69     28696.60   23861.07    ...     1.90   5.80   \n",
       "002903      35099.05      5475.37    4677.06    ...     4.38   9.30   \n",
       "002928     172783.70    292229.34   23364.48    ...     3.19  13.75   \n",
       "002907      40050.03     13501.01      36.72    ...     1.54  23.23   \n",
       "300413     199518.45     11563.87   67782.49    ...     4.19   9.39   \n",
       "002916     255038.63    281201.25   92537.00    ...     8.53   8.88   \n",
       "300462      73881.32      1230.28   19802.05    ...     4.27   5.97   \n",
       "603058      42376.26     23044.42   13164.51    ...     1.94   8.90   \n",
       "002883      38665.80      1968.18   20463.71    ...     7.13   7.41   \n",
       "600238     139633.19     22147.02   12748.60    ...     1.94   3.92   \n",
       "600207     109059.70     71565.28  288135.69    ...     2.21   4.24   \n",
       "002208    1148314.00      6756.07   29001.14    ...     5.10   2.43   \n",
       "002077     340671.66     67091.93  281856.31    ...     6.62   1.56   \n",
       "600728     446256.31      6508.06  142833.23    ...     1.88   5.57   \n",
       "601700     293546.72     40695.48  122509.51    ...     2.66   2.79   \n",
       "002769     950731.13       729.45   28897.16    ...     3.54   5.84   \n",
       "300681      65557.82     11986.65   36092.40    ...     8.50   6.28   \n",
       "600634     366004.97      2749.05  193459.88    ...     5.15   3.06   \n",
       "000629     379422.75    442935.09  552790.38    ...     0.48   0.00   \n",
       "000511     312833.03      2405.45   29655.31    ...     0.87   0.00   \n",
       "600929      78859.31    139873.81   24281.50    ...     0.00   0.00   \n",
       "600806     121889.97     45542.53    1976.50    ...     0.41   0.00   \n",
       "600432     297409.28    768094.25  626871.94    ...     0.88   0.00   \n",
       "300634      65063.45      1320.74   26752.97    ...     0.00   0.00   \n",
       "002930      13539.20    103894.40   60574.51    ...     0.00   0.00   \n",
       "000950    1296451.63     48986.46  259775.59    ...     3.80   0.00   \n",
       "\n",
       "        timeToMarket        undp  perundp    rev   profit    gpr    npr  \\\n",
       "code                                                                      \n",
       "000890      19990119    28646.09     0.75   9.90   -86.18  11.66   1.09   \n",
       "002472      20100910    91954.49     1.35  52.31    35.25  23.26   9.85   \n",
       "002666      20120327   102695.81     1.36  26.05   -21.02  16.59   4.58   \n",
       "000151      20000906     9714.25     0.33  75.97   -13.01  13.48   4.15   \n",
       "002651      20120106    36244.12     0.36  10.85    16.22  42.33  21.76   \n",
       "600213      19990831   -45327.32    -2.06 -24.47   -43.38  16.84   1.83   \n",
       "600804      19940103   287964.59     2.01  -4.91    -0.14  53.72   9.61   \n",
       "002069      20060928   -77662.52    -1.09   6.55   144.02  17.67   3.34   \n",
       "000530      19931208    70696.96     0.83  10.49     6.30  19.33   9.93   \n",
       "603778      20151231    39647.64     0.79  -2.90   -32.97  23.82  10.89   \n",
       "000810      19980602   132492.77     1.24  20.98   -85.90  13.76   0.95   \n",
       "002877      20170605    20218.09     1.65  12.35     4.16  40.65  15.50   \n",
       "000948      19991014    25366.70     1.03   7.10    -2.61  22.59  -3.72   \n",
       "300300      20120319    34513.55     0.75 -20.06    -4.26  29.56  13.50   \n",
       "002927      20180223        0.00     0.00   0.00     0.00   0.00  18.51   \n",
       "603506      20180201        0.00     0.00   0.00     0.00   0.00   8.71   \n",
       "300534      20160913    14831.75     0.49   2.30   -65.68  32.08   6.67   \n",
       "300490      20151231    17474.20     0.76   1.29    -7.52  39.56   7.49   \n",
       "300104      20100812     -189.08     0.00 -63.67  -435.02 -16.19 -27.10   \n",
       "300099      20100806    16487.59     0.25  83.75   599.78  56.34  14.59   \n",
       "000957      20000113   141934.05     2.39 -22.68   -73.22  14.45   2.71   \n",
       "300678      20170728    10997.00     1.10   0.00     0.00  33.38   9.75   \n",
       "603712      20180226    20558.85     0.27   0.00     0.00  49.57   8.39   \n",
       "300647      20170503    13382.12     1.09   0.00     0.00  35.52  11.45   \n",
       "002790      20160308    52054.10     3.25  11.84    -0.35  33.67  18.13   \n",
       "601500      20160919    94617.17     1.30  14.70   -18.82  14.99   3.91   \n",
       "002189      20071203    14644.25     0.74  10.74    25.59  16.17   2.38   \n",
       "600523      20011227    72851.90     2.52   0.49    11.19  21.23   4.79   \n",
       "002606      20110805    32785.09     0.80   5.61    -8.99  37.54  10.67   \n",
       "600962      20040622    -1014.15    -0.04  -3.36   -92.52  23.22   0.04   \n",
       "...              ...         ...      ...    ...      ...    ...    ...   \n",
       "603083      20171110    34414.28     3.52   0.00     0.00  15.45   2.98   \n",
       "300644      20180206    25969.65     4.06  13.33   -28.26  17.55   5.51   \n",
       "002863      20170418    33382.00     1.51   0.00     0.00  16.62   2.34   \n",
       "300277      20111123     2956.40     0.09  28.20    79.86  16.95  -3.13   \n",
       "300344      20120801     4017.26     0.12  54.43  -203.24  40.20  -2.40   \n",
       "002903      20171013    17691.53     1.77   0.00     0.00  48.77  33.79   \n",
       "002928      20180302    49540.18     1.24  35.17     8.23  21.53  10.85   \n",
       "002907      20171020    17636.82     0.44   0.00     0.00  67.17  21.04   \n",
       "300413      20150121    51775.10     1.29  -7.32     9.03  22.72   2.43   \n",
       "002916      20171213    59876.44     2.14   0.00     0.00  22.21   8.04   \n",
       "300462      20150527    20509.80     1.49  11.81   -33.06  33.77  15.93   \n",
       "603058      20161223    20059.55     0.47  -0.94   -13.59  35.62  26.19   \n",
       "002883      20170620    10092.40     1.89   0.00     0.00  48.81  20.65   \n",
       "600238      20000120    16944.24     0.38  61.36   105.30  27.46   0.50   \n",
       "600207      19990714  -223097.55    -2.59   6.01    -4.87  12.07   0.46   \n",
       "002208      20080128    74377.09     2.32 -18.72   -66.96  26.76   1.64   \n",
       "002077      20061116    33101.57     0.57 -10.80   -51.91  24.55   1.03   \n",
       "600728      19960716    -1256.87    -0.01  57.19  4877.10  12.41   2.25   \n",
       "601700      20110118    41645.55     0.37 -21.90    -9.97  19.78   8.98   \n",
       "002769      20150629    64253.66     1.71  55.42    -4.32   6.76   3.75   \n",
       "300681      20170725    15950.92     2.11   0.00     0.00  31.60  15.96   \n",
       "600634      19930304    39187.15     0.68 -72.23    62.32  81.69  10.87   \n",
       "000629      19961115 -1146276.50    -1.33 -29.09   155.19  20.06  10.35   \n",
       "000511      19930518   -63425.48    -0.55  43.62   -55.46   0.22 -14.68   \n",
       "600929             0    71625.13     0.00   1.30    15.06  47.71   7.24   \n",
       "600806      19940103   -45091.93    -0.85  21.07   -23.37   3.60 -51.43   \n",
       "600432      20030905  -549617.19    -3.43   9.91   -56.24  15.12 -42.86   \n",
       "300634             0    19710.35     0.00  33.46    44.54  48.01  21.36   \n",
       "002930             0    38270.21     0.00  -0.74    10.33  56.59  25.41   \n",
       "000950      19990916   193228.36     1.12   1.16   758.44   9.07   5.20   \n",
       "\n",
       "         holders  \n",
       "code              \n",
       "000890   38170.0  \n",
       "002472   22732.0  \n",
       "002666   36579.0  \n",
       "000151   37069.0  \n",
       "002651   49969.0  \n",
       "600213   26421.0  \n",
       "600804   74018.0  \n",
       "002069   42253.0  \n",
       "000530   37121.0  \n",
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       "300099   30851.0  \n",
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       "600523   23157.0  \n",
       "002606   52765.0  \n",
       "600962   16800.0  \n",
       "...          ...  \n",
       "603083   17000.0  \n",
       "300644   31946.0  \n",
       "002863   29141.0  \n",
       "300277   12806.0  \n",
       "300344   39634.0  \n",
       "002903   51373.0  \n",
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       "002916  132188.0  \n",
       "300462   11125.0  \n",
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       "002077   18687.0  \n",
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       "000629  309056.0  \n",
       "000511  164822.0  \n",
       "600929       0.0  \n",
       "600806   33099.0  \n",
       "600432   70654.0  \n",
       "300634       0.0  \n",
       "002930       0.0  \n",
       "000950   30624.0  \n",
       "\n",
       "[3502 rows x 22 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 3502 entries, 000890 to 000950\n",
      "Data columns (total 22 columns):\n",
      "name                3502 non-null object\n",
      "industry            3502 non-null object\n",
      "area                3502 non-null object\n",
      "pe                  3502 non-null float64\n",
      "outstanding         3502 non-null float64\n",
      "totals              3502 non-null float64\n",
      "totalAssets         3502 non-null float64\n",
      "liquidAssets        3502 non-null float64\n",
      "fixedAssets         3502 non-null float64\n",
      "reserved            3502 non-null float64\n",
      "reservedPerShare    3502 non-null float64\n",
      "esp                 3502 non-null float64\n",
      "bvps                3502 non-null float64\n",
      "pb                  3502 non-null float64\n",
      "timeToMarket        3502 non-null int64\n",
      "undp                3502 non-null float64\n",
      "perundp             3502 non-null float64\n",
      "rev                 3502 non-null float64\n",
      "profit              3502 non-null float64\n",
      "gpr                 3502 non-null float64\n",
      "npr                 3502 non-null float64\n",
      "holders             3502 non-null float64\n",
      "dtypes: float64(18), int64(1), object(3)\n",
      "memory usage: 574.5+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "code\n",
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       "            ...   \n",
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       "002907    20171020\n",
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       "600929           0\n",
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       "002930           0\n",
       "000950    19990916\n",
       "Name: timeToMarket, Length: 3502, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['timeToMarket']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
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       "      <th>perundp</th>\n",
       "      <th>rev</th>\n",
       "      <th>profit</th>\n",
       "      <th>gpr</th>\n",
       "      <th>npr</th>\n",
       "      <th>holders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timeToMarket</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>19990119</th>\n",
       "      <td>法 尔 胜</td>\n",
       "      <td>钢加工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>107.62</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1113305.25</td>\n",
       "      <td>780657.19</td>\n",
       "      <td>25345.75</td>\n",
       "      <td>1377.54</td>\n",
       "      <td>...</td>\n",
       "      <td>0.049</td>\n",
       "      <td>2.26</td>\n",
       "      <td>3.14</td>\n",
       "      <td>28646.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>9.90</td>\n",
       "      <td>-86.18</td>\n",
       "      <td>11.66</td>\n",
       "      <td>1.09</td>\n",
       "      <td>38170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100910</th>\n",
       "      <td>双环传动</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>28.50</td>\n",
       "      <td>5.44</td>\n",
       "      <td>6.84</td>\n",
       "      <td>574330.94</td>\n",
       "      <td>275411.78</td>\n",
       "      <td>160774.52</td>\n",
       "      <td>145674.42</td>\n",
       "      <td>...</td>\n",
       "      <td>0.270</td>\n",
       "      <td>4.50</td>\n",
       "      <td>2.24</td>\n",
       "      <td>91954.49</td>\n",
       "      <td>1.35</td>\n",
       "      <td>52.31</td>\n",
       "      <td>35.25</td>\n",
       "      <td>23.26</td>\n",
       "      <td>9.85</td>\n",
       "      <td>22732.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120327</th>\n",
       "      <td>德联集团</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>广东</td>\n",
       "      <td>44.57</td>\n",
       "      <td>4.44</td>\n",
       "      <td>7.54</td>\n",
       "      <td>337337.06</td>\n",
       "      <td>226783.72</td>\n",
       "      <td>49568.25</td>\n",
       "      <td>98210.15</td>\n",
       "      <td>...</td>\n",
       "      <td>0.118</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1.84</td>\n",
       "      <td>102695.81</td>\n",
       "      <td>1.36</td>\n",
       "      <td>26.05</td>\n",
       "      <td>-21.02</td>\n",
       "      <td>16.59</td>\n",
       "      <td>4.58</td>\n",
       "      <td>36579.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20000906</th>\n",
       "      <td>中成股份</td>\n",
       "      <td>商贸代理</td>\n",
       "      <td>北京</td>\n",
       "      <td>41.11</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.96</td>\n",
       "      <td>230761.38</td>\n",
       "      <td>188807.98</td>\n",
       "      <td>6801.99</td>\n",
       "      <td>44202.68</td>\n",
       "      <td>...</td>\n",
       "      <td>0.222</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.70</td>\n",
       "      <td>9714.25</td>\n",
       "      <td>0.33</td>\n",
       "      <td>75.97</td>\n",
       "      <td>-13.01</td>\n",
       "      <td>13.48</td>\n",
       "      <td>4.15</td>\n",
       "      <td>37069.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120106</th>\n",
       "      <td>利君股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>四川</td>\n",
       "      <td>75.73</td>\n",
       "      <td>3.78</td>\n",
       "      <td>10.03</td>\n",
       "      <td>244765.77</td>\n",
       "      <td>180324.13</td>\n",
       "      <td>20735.05</td>\n",
       "      <td>33509.53</td>\n",
       "      <td>...</td>\n",
       "      <td>0.075</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.94</td>\n",
       "      <td>36244.12</td>\n",
       "      <td>0.36</td>\n",
       "      <td>10.85</td>\n",
       "      <td>16.22</td>\n",
       "      <td>42.33</td>\n",
       "      <td>21.76</td>\n",
       "      <td>49969.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19990831</th>\n",
       "      <td>亚星客车</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>江苏</td>\n",
       "      <td>67.11</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2.20</td>\n",
       "      <td>485918.00</td>\n",
       "      <td>454487.75</td>\n",
       "      <td>23624.40</td>\n",
       "      <td>34209.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.112</td>\n",
       "      <td>0.71</td>\n",
       "      <td>14.12</td>\n",
       "      <td>-45327.32</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>-24.47</td>\n",
       "      <td>-43.38</td>\n",
       "      <td>16.84</td>\n",
       "      <td>1.83</td>\n",
       "      <td>26421.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19940103</th>\n",
       "      <td>鹏博士</td>\n",
       "      <td>电信运营</td>\n",
       "      <td>四川</td>\n",
       "      <td>26.86</td>\n",
       "      <td>14.32</td>\n",
       "      <td>14.32</td>\n",
       "      <td>2346922.50</td>\n",
       "      <td>705970.38</td>\n",
       "      <td>1121134.50</td>\n",
       "      <td>233035.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.430</td>\n",
       "      <td>4.84</td>\n",
       "      <td>3.13</td>\n",
       "      <td>287964.59</td>\n",
       "      <td>2.01</td>\n",
       "      <td>-4.91</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>53.72</td>\n",
       "      <td>9.61</td>\n",
       "      <td>74018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20060928</th>\n",
       "      <td>獐子岛</td>\n",
       "      <td>渔业</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>34.67</td>\n",
       "      <td>6.87</td>\n",
       "      <td>7.11</td>\n",
       "      <td>462153.44</td>\n",
       "      <td>303211.06</td>\n",
       "      <td>104924.01</td>\n",
       "      <td>97797.11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.109</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.02</td>\n",
       "      <td>-77662.52</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>6.55</td>\n",
       "      <td>144.02</td>\n",
       "      <td>17.67</td>\n",
       "      <td>3.34</td>\n",
       "      <td>42253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19931208</th>\n",
       "      <td>大冷股份</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>27.65</td>\n",
       "      <td>5.93</td>\n",
       "      <td>8.56</td>\n",
       "      <td>554875.88</td>\n",
       "      <td>224933.55</td>\n",
       "      <td>74993.71</td>\n",
       "      <td>76119.02</td>\n",
       "      <td>...</td>\n",
       "      <td>0.170</td>\n",
       "      <td>3.96</td>\n",
       "      <td>1.58</td>\n",
       "      <td>70696.96</td>\n",
       "      <td>0.83</td>\n",
       "      <td>10.49</td>\n",
       "      <td>6.30</td>\n",
       "      <td>19.33</td>\n",
       "      <td>9.93</td>\n",
       "      <td>37121.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20151231</th>\n",
       "      <td>乾景园林</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>北京</td>\n",
       "      <td>78.88</td>\n",
       "      <td>2.26</td>\n",
       "      <td>5.00</td>\n",
       "      <td>163372.88</td>\n",
       "      <td>160503.88</td>\n",
       "      <td>993.25</td>\n",
       "      <td>2313.55</td>\n",
       "      <td>...</td>\n",
       "      <td>0.067</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.65</td>\n",
       "      <td>39647.64</td>\n",
       "      <td>0.79</td>\n",
       "      <td>-2.90</td>\n",
       "      <td>-32.97</td>\n",
       "      <td>23.82</td>\n",
       "      <td>10.89</td>\n",
       "      <td>35005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19980602</th>\n",
       "      <td>创维数字</td>\n",
       "      <td>家用电器</td>\n",
       "      <td>四川</td>\n",
       "      <td>124.47</td>\n",
       "      <td>9.90</td>\n",
       "      <td>10.71</td>\n",
       "      <td>721120.56</td>\n",
       "      <td>604135.94</td>\n",
       "      <td>69099.56</td>\n",
       "      <td>40258.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.046</td>\n",
       "      <td>2.45</td>\n",
       "      <td>3.09</td>\n",
       "      <td>132492.77</td>\n",
       "      <td>1.24</td>\n",
       "      <td>20.98</td>\n",
       "      <td>-85.90</td>\n",
       "      <td>13.76</td>\n",
       "      <td>0.95</td>\n",
       "      <td>37825.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170605</th>\n",
       "      <td>智能自控</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>江苏</td>\n",
       "      <td>79.20</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.22</td>\n",
       "      <td>82386.47</td>\n",
       "      <td>64636.50</td>\n",
       "      <td>5666.33</td>\n",
       "      <td>22719.17</td>\n",
       "      <td>...</td>\n",
       "      <td>0.440</td>\n",
       "      <td>4.79</td>\n",
       "      <td>6.45</td>\n",
       "      <td>20218.09</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12.35</td>\n",
       "      <td>4.16</td>\n",
       "      <td>40.65</td>\n",
       "      <td>15.50</td>\n",
       "      <td>16200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19991014</th>\n",
       "      <td>南天信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2.47</td>\n",
       "      <td>270060.22</td>\n",
       "      <td>186908.16</td>\n",
       "      <td>23559.42</td>\n",
       "      <td>80772.31</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.204</td>\n",
       "      <td>5.61</td>\n",
       "      <td>2.13</td>\n",
       "      <td>25366.70</td>\n",
       "      <td>1.03</td>\n",
       "      <td>7.10</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>22.59</td>\n",
       "      <td>-3.72</td>\n",
       "      <td>36041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120319</th>\n",
       "      <td>汉鼎宇佑</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>170.53</td>\n",
       "      <td>2.73</td>\n",
       "      <td>4.59</td>\n",
       "      <td>335846.31</td>\n",
       "      <td>180072.00</td>\n",
       "      <td>19059.36</td>\n",
       "      <td>137765.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.096</td>\n",
       "      <td>4.83</td>\n",
       "      <td>4.51</td>\n",
       "      <td>34513.55</td>\n",
       "      <td>0.75</td>\n",
       "      <td>-20.06</td>\n",
       "      <td>-4.26</td>\n",
       "      <td>29.56</td>\n",
       "      <td>13.50</td>\n",
       "      <td>17227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180223</th>\n",
       "      <td>泰永长征</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>贵州</td>\n",
       "      <td>91.61</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.94</td>\n",
       "      <td>43605.35</td>\n",
       "      <td>35037.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.452</td>\n",
       "      <td>4.85</td>\n",
       "      <td>11.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.51</td>\n",
       "      <td>48823.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180201</th>\n",
       "      <td>南都物业</td>\n",
       "      <td>房产服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>46.49</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.79</td>\n",
       "      <td>72642.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.637</td>\n",
       "      <td>4.35</td>\n",
       "      <td>9.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>18531.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20160913</th>\n",
       "      <td>陇神戎发</td>\n",
       "      <td>中成药</td>\n",
       "      <td>甘肃</td>\n",
       "      <td>172.75</td>\n",
       "      <td>1.89</td>\n",
       "      <td>3.03</td>\n",
       "      <td>78058.93</td>\n",
       "      <td>25093.23</td>\n",
       "      <td>34506.76</td>\n",
       "      <td>23148.81</td>\n",
       "      <td>...</td>\n",
       "      <td>0.043</td>\n",
       "      <td>2.35</td>\n",
       "      <td>4.17</td>\n",
       "      <td>14831.75</td>\n",
       "      <td>0.49</td>\n",
       "      <td>2.30</td>\n",
       "      <td>-65.68</td>\n",
       "      <td>32.08</td>\n",
       "      <td>6.67</td>\n",
       "      <td>24114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20151231</th>\n",
       "      <td>华自科技</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>湖南</td>\n",
       "      <td>91.31</td>\n",
       "      <td>0.91</td>\n",
       "      <td>2.29</td>\n",
       "      <td>95275.47</td>\n",
       "      <td>59965.38</td>\n",
       "      <td>11950.71</td>\n",
       "      <td>23825.85</td>\n",
       "      <td>...</td>\n",
       "      <td>0.130</td>\n",
       "      <td>3.14</td>\n",
       "      <td>4.34</td>\n",
       "      <td>17474.20</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-7.52</td>\n",
       "      <td>39.56</td>\n",
       "      <td>7.49</td>\n",
       "      <td>17168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100812</th>\n",
       "      <td>乐视网</td>\n",
       "      <td>互联网</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.43</td>\n",
       "      <td>39.89</td>\n",
       "      <td>3228806.25</td>\n",
       "      <td>1410543.63</td>\n",
       "      <td>104074.28</td>\n",
       "      <td>820496.19</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.97</td>\n",
       "      <td>-189.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-63.67</td>\n",
       "      <td>-435.02</td>\n",
       "      <td>-16.19</td>\n",
       "      <td>-27.10</td>\n",
       "      <td>185875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20100806</th>\n",
       "      <td>精准信息</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>山东</td>\n",
       "      <td>160.69</td>\n",
       "      <td>3.92</td>\n",
       "      <td>6.69</td>\n",
       "      <td>175597.95</td>\n",
       "      <td>83756.36</td>\n",
       "      <td>20587.15</td>\n",
       "      <td>74912.71</td>\n",
       "      <td>...</td>\n",
       "      <td>0.040</td>\n",
       "      <td>2.44</td>\n",
       "      <td>3.06</td>\n",
       "      <td>16487.59</td>\n",
       "      <td>0.25</td>\n",
       "      <td>83.75</td>\n",
       "      <td>599.78</td>\n",
       "      <td>56.34</td>\n",
       "      <td>14.59</td>\n",
       "      <td>30851.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20000113</th>\n",
       "      <td>中通客车</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>山东</td>\n",
       "      <td>38.92</td>\n",
       "      <td>4.77</td>\n",
       "      <td>5.93</td>\n",
       "      <td>1080451.13</td>\n",
       "      <td>906956.63</td>\n",
       "      <td>114746.15</td>\n",
       "      <td>47752.87</td>\n",
       "      <td>...</td>\n",
       "      <td>0.206</td>\n",
       "      <td>4.58</td>\n",
       "      <td>2.33</td>\n",
       "      <td>141934.05</td>\n",
       "      <td>2.39</td>\n",
       "      <td>-22.68</td>\n",
       "      <td>-73.22</td>\n",
       "      <td>14.45</td>\n",
       "      <td>2.71</td>\n",
       "      <td>71560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170728</th>\n",
       "      <td>中科信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>四川</td>\n",
       "      <td>390.83</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>66166.78</td>\n",
       "      <td>52995.73</td>\n",
       "      <td>1981.14</td>\n",
       "      <td>25884.55</td>\n",
       "      <td>...</td>\n",
       "      <td>0.150</td>\n",
       "      <td>5.23</td>\n",
       "      <td>12.16</td>\n",
       "      <td>10997.00</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.38</td>\n",
       "      <td>9.75</td>\n",
       "      <td>20478.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180226</th>\n",
       "      <td>七一二</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>天津</td>\n",
       "      <td>140.96</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.72</td>\n",
       "      <td>348015.50</td>\n",
       "      <td>277392.63</td>\n",
       "      <td>57633.35</td>\n",
       "      <td>63780.73</td>\n",
       "      <td>...</td>\n",
       "      <td>0.100</td>\n",
       "      <td>2.29</td>\n",
       "      <td>8.18</td>\n",
       "      <td>20558.85</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.57</td>\n",
       "      <td>8.39</td>\n",
       "      <td>88473.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170503</th>\n",
       "      <td>超频三</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>71.80</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.23</td>\n",
       "      <td>83115.93</td>\n",
       "      <td>42642.17</td>\n",
       "      <td>25424.42</td>\n",
       "      <td>25124.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.270</td>\n",
       "      <td>4.30</td>\n",
       "      <td>5.07</td>\n",
       "      <td>13382.12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.52</td>\n",
       "      <td>11.45</td>\n",
       "      <td>16598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20160308</th>\n",
       "      <td>瑞尔特</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>福建</td>\n",
       "      <td>26.77</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>157992.94</td>\n",
       "      <td>114326.46</td>\n",
       "      <td>40017.01</td>\n",
       "      <td>66656.49</td>\n",
       "      <td>...</td>\n",
       "      <td>0.759</td>\n",
       "      <td>8.85</td>\n",
       "      <td>3.06</td>\n",
       "      <td>52054.10</td>\n",
       "      <td>3.25</td>\n",
       "      <td>11.84</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>33.67</td>\n",
       "      <td>18.13</td>\n",
       "      <td>17514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20160919</th>\n",
       "      <td>通用股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>44.69</td>\n",
       "      <td>1.75</td>\n",
       "      <td>7.27</td>\n",
       "      <td>389710.97</td>\n",
       "      <td>208154.38</td>\n",
       "      <td>131319.77</td>\n",
       "      <td>74228.81</td>\n",
       "      <td>...</td>\n",
       "      <td>0.148</td>\n",
       "      <td>3.52</td>\n",
       "      <td>2.50</td>\n",
       "      <td>94617.17</td>\n",
       "      <td>1.30</td>\n",
       "      <td>14.70</td>\n",
       "      <td>-18.82</td>\n",
       "      <td>14.99</td>\n",
       "      <td>3.91</td>\n",
       "      <td>71583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20071203</th>\n",
       "      <td>利达光电</td>\n",
       "      <td>元器件</td>\n",
       "      <td>河南</td>\n",
       "      <td>163.48</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.99</td>\n",
       "      <td>91798.42</td>\n",
       "      <td>53013.69</td>\n",
       "      <td>32434.03</td>\n",
       "      <td>18514.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.110</td>\n",
       "      <td>2.78</td>\n",
       "      <td>6.41</td>\n",
       "      <td>14644.25</td>\n",
       "      <td>0.74</td>\n",
       "      <td>10.74</td>\n",
       "      <td>25.59</td>\n",
       "      <td>16.17</td>\n",
       "      <td>2.38</td>\n",
       "      <td>32488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20011227</th>\n",
       "      <td>贵航股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>贵州</td>\n",
       "      <td>30.90</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.89</td>\n",
       "      <td>350165.19</td>\n",
       "      <td>236277.34</td>\n",
       "      <td>61312.90</td>\n",
       "      <td>93595.95</td>\n",
       "      <td>...</td>\n",
       "      <td>0.396</td>\n",
       "      <td>7.49</td>\n",
       "      <td>2.18</td>\n",
       "      <td>72851.90</td>\n",
       "      <td>2.52</td>\n",
       "      <td>0.49</td>\n",
       "      <td>11.19</td>\n",
       "      <td>21.23</td>\n",
       "      <td>4.79</td>\n",
       "      <td>23157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20110805</th>\n",
       "      <td>大连电瓷</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>50.90</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.07</td>\n",
       "      <td>150050.69</td>\n",
       "      <td>92202.61</td>\n",
       "      <td>38864.96</td>\n",
       "      <td>12314.42</td>\n",
       "      <td>...</td>\n",
       "      <td>0.146</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.39</td>\n",
       "      <td>32785.09</td>\n",
       "      <td>0.80</td>\n",
       "      <td>5.61</td>\n",
       "      <td>-8.99</td>\n",
       "      <td>37.54</td>\n",
       "      <td>10.67</td>\n",
       "      <td>52765.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20040622</th>\n",
       "      <td>国投中鲁</td>\n",
       "      <td>软饮料</td>\n",
       "      <td>北京</td>\n",
       "      <td>7165.45</td>\n",
       "      <td>2.54</td>\n",
       "      <td>2.62</td>\n",
       "      <td>154691.19</td>\n",
       "      <td>85564.21</td>\n",
       "      <td>56001.75</td>\n",
       "      <td>52681.81</td>\n",
       "      <td>...</td>\n",
       "      <td>0.001</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.08</td>\n",
       "      <td>-1014.15</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-3.36</td>\n",
       "      <td>-92.52</td>\n",
       "      <td>23.22</td>\n",
       "      <td>0.04</td>\n",
       "      <td>16800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171110</th>\n",
       "      <td>剑桥科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>66.26</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>184472.72</td>\n",
       "      <td>123587.26</td>\n",
       "      <td>42335.89</td>\n",
       "      <td>27968.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.563</td>\n",
       "      <td>9.91</td>\n",
       "      <td>5.02</td>\n",
       "      <td>34414.28</td>\n",
       "      <td>3.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.45</td>\n",
       "      <td>2.98</td>\n",
       "      <td>17000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180206</th>\n",
       "      <td>南京聚隆</td>\n",
       "      <td>塑料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>56.93</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.64</td>\n",
       "      <td>82547.78</td>\n",
       "      <td>60597.23</td>\n",
       "      <td>18706.01</td>\n",
       "      <td>7448.47</td>\n",
       "      <td>...</td>\n",
       "      <td>0.882</td>\n",
       "      <td>8.83</td>\n",
       "      <td>5.69</td>\n",
       "      <td>25969.65</td>\n",
       "      <td>4.06</td>\n",
       "      <td>13.33</td>\n",
       "      <td>-28.26</td>\n",
       "      <td>17.55</td>\n",
       "      <td>5.51</td>\n",
       "      <td>31946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170418</th>\n",
       "      <td>今飞凯达</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>75.52</td>\n",
       "      <td>0.56</td>\n",
       "      <td>2.22</td>\n",
       "      <td>361379.13</td>\n",
       "      <td>189711.97</td>\n",
       "      <td>126543.10</td>\n",
       "      <td>29541.88</td>\n",
       "      <td>...</td>\n",
       "      <td>0.200</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.55</td>\n",
       "      <td>33382.00</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.62</td>\n",
       "      <td>2.34</td>\n",
       "      <td>29141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20111123</th>\n",
       "      <td>海联讯</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.35</td>\n",
       "      <td>62416.96</td>\n",
       "      <td>56641.16</td>\n",
       "      <td>3643.01</td>\n",
       "      <td>8288.05</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.011</td>\n",
       "      <td>1.39</td>\n",
       "      <td>7.91</td>\n",
       "      <td>2956.40</td>\n",
       "      <td>0.09</td>\n",
       "      <td>28.20</td>\n",
       "      <td>79.86</td>\n",
       "      <td>16.95</td>\n",
       "      <td>-3.13</td>\n",
       "      <td>12806.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20120801</th>\n",
       "      <td>太空板业</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.93</td>\n",
       "      <td>3.38</td>\n",
       "      <td>141963.77</td>\n",
       "      <td>54421.69</td>\n",
       "      <td>28696.60</td>\n",
       "      <td>23861.07</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.022</td>\n",
       "      <td>1.90</td>\n",
       "      <td>5.80</td>\n",
       "      <td>4017.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>54.43</td>\n",
       "      <td>-203.24</td>\n",
       "      <td>40.20</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>39634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171013</th>\n",
       "      <td>宇环数控</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>湖南</td>\n",
       "      <td>45.36</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>46765.40</td>\n",
       "      <td>35099.05</td>\n",
       "      <td>5475.37</td>\n",
       "      <td>4677.06</td>\n",
       "      <td>...</td>\n",
       "      <td>0.900</td>\n",
       "      <td>4.38</td>\n",
       "      <td>9.30</td>\n",
       "      <td>17691.53</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.77</td>\n",
       "      <td>33.79</td>\n",
       "      <td>51373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20180302</th>\n",
       "      <td>华夏航空</td>\n",
       "      <td>空运</td>\n",
       "      <td>贵州</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.41</td>\n",
       "      <td>4.00</td>\n",
       "      <td>548565.06</td>\n",
       "      <td>172783.70</td>\n",
       "      <td>292229.34</td>\n",
       "      <td>23364.48</td>\n",
       "      <td>...</td>\n",
       "      <td>0.934</td>\n",
       "      <td>3.19</td>\n",
       "      <td>13.75</td>\n",
       "      <td>49540.18</td>\n",
       "      <td>1.24</td>\n",
       "      <td>35.17</td>\n",
       "      <td>8.23</td>\n",
       "      <td>21.53</td>\n",
       "      <td>10.85</td>\n",
       "      <td>78828.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171020</th>\n",
       "      <td>华森制药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>重庆</td>\n",
       "      <td>115.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>70735.78</td>\n",
       "      <td>40050.03</td>\n",
       "      <td>13501.01</td>\n",
       "      <td>36.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0.232</td>\n",
       "      <td>1.54</td>\n",
       "      <td>23.23</td>\n",
       "      <td>17636.82</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.17</td>\n",
       "      <td>21.04</td>\n",
       "      <td>78250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20150121</th>\n",
       "      <td>快乐购</td>\n",
       "      <td>百货</td>\n",
       "      <td>湖南</td>\n",
       "      <td>217.26</td>\n",
       "      <td>2.06</td>\n",
       "      <td>4.01</td>\n",
       "      <td>227427.97</td>\n",
       "      <td>199518.45</td>\n",
       "      <td>11563.87</td>\n",
       "      <td>67782.49</td>\n",
       "      <td>...</td>\n",
       "      <td>0.181</td>\n",
       "      <td>4.19</td>\n",
       "      <td>9.39</td>\n",
       "      <td>51775.10</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-7.32</td>\n",
       "      <td>9.03</td>\n",
       "      <td>22.72</td>\n",
       "      <td>2.43</td>\n",
       "      <td>22780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20171213</th>\n",
       "      <td>深南电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.80</td>\n",
       "      <td>594001.94</td>\n",
       "      <td>255038.63</td>\n",
       "      <td>281201.25</td>\n",
       "      <td>92537.00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.210</td>\n",
       "      <td>8.53</td>\n",
       "      <td>8.88</td>\n",
       "      <td>59876.44</td>\n",
       "      <td>2.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.21</td>\n",
       "      <td>8.04</td>\n",
       "      <td>132188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20150527</th>\n",
       "      <td>华铭智能</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.90</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.38</td>\n",
       "      <td>81888.28</td>\n",
       "      <td>73881.32</td>\n",
       "      <td>1230.28</td>\n",
       "      <td>19802.05</td>\n",
       "      <td>...</td>\n",
       "      <td>0.180</td>\n",
       "      <td>4.27</td>\n",
       "      <td>5.97</td>\n",
       "      <td>20509.80</td>\n",
       "      <td>1.49</td>\n",
       "      <td>11.81</td>\n",
       "      <td>-33.06</td>\n",
       "      <td>33.77</td>\n",
       "      <td>15.93</td>\n",
       "      <td>11125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20161223</th>\n",
       "      <td>永吉股份</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>贵州</td>\n",
       "      <td>94.54</td>\n",
       "      <td>2.28</td>\n",
       "      <td>4.24</td>\n",
       "      <td>88269.03</td>\n",
       "      <td>42376.26</td>\n",
       "      <td>23044.42</td>\n",
       "      <td>13164.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.140</td>\n",
       "      <td>1.94</td>\n",
       "      <td>8.90</td>\n",
       "      <td>20059.55</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>-13.59</td>\n",
       "      <td>35.62</td>\n",
       "      <td>26.19</td>\n",
       "      <td>7269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170620</th>\n",
       "      <td>中设股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>61.49</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.53</td>\n",
       "      <td>42931.45</td>\n",
       "      <td>38665.80</td>\n",
       "      <td>1968.18</td>\n",
       "      <td>20463.71</td>\n",
       "      <td>...</td>\n",
       "      <td>0.750</td>\n",
       "      <td>7.13</td>\n",
       "      <td>7.41</td>\n",
       "      <td>10092.40</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.81</td>\n",
       "      <td>20.65</td>\n",
       "      <td>9250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20000120</th>\n",
       "      <td>海南椰岛</td>\n",
       "      <td>红黄药酒</td>\n",
       "      <td>海南</td>\n",
       "      <td>742.17</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.48</td>\n",
       "      <td>174418.52</td>\n",
       "      <td>139633.19</td>\n",
       "      <td>22147.02</td>\n",
       "      <td>12748.60</td>\n",
       "      <td>...</td>\n",
       "      <td>0.008</td>\n",
       "      <td>1.94</td>\n",
       "      <td>3.92</td>\n",
       "      <td>16944.24</td>\n",
       "      <td>0.38</td>\n",
       "      <td>61.36</td>\n",
       "      <td>105.30</td>\n",
       "      <td>27.46</td>\n",
       "      <td>0.50</td>\n",
       "      <td>29905.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19990714</th>\n",
       "      <td>安彩高科</td>\n",
       "      <td>元器件</td>\n",
       "      <td>河南</td>\n",
       "      <td>888.96</td>\n",
       "      <td>6.90</td>\n",
       "      <td>8.63</td>\n",
       "      <td>232798.72</td>\n",
       "      <td>109059.70</td>\n",
       "      <td>71565.28</td>\n",
       "      <td>288135.69</td>\n",
       "      <td>...</td>\n",
       "      <td>0.011</td>\n",
       "      <td>2.21</td>\n",
       "      <td>4.24</td>\n",
       "      <td>-223097.55</td>\n",
       "      <td>-2.59</td>\n",
       "      <td>6.01</td>\n",
       "      <td>-4.87</td>\n",
       "      <td>12.07</td>\n",
       "      <td>0.46</td>\n",
       "      <td>43800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20080128</th>\n",
       "      <td>合肥城建</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>安徽</td>\n",
       "      <td>135.02</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1160278.00</td>\n",
       "      <td>1148314.00</td>\n",
       "      <td>6756.07</td>\n",
       "      <td>29001.14</td>\n",
       "      <td>...</td>\n",
       "      <td>0.069</td>\n",
       "      <td>5.10</td>\n",
       "      <td>2.43</td>\n",
       "      <td>74377.09</td>\n",
       "      <td>2.32</td>\n",
       "      <td>-18.72</td>\n",
       "      <td>-66.96</td>\n",
       "      <td>26.76</td>\n",
       "      <td>1.64</td>\n",
       "      <td>34015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20061116</th>\n",
       "      <td>大港股份</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>江苏</td>\n",
       "      <td>459.81</td>\n",
       "      <td>3.74</td>\n",
       "      <td>5.80</td>\n",
       "      <td>706070.38</td>\n",
       "      <td>340671.66</td>\n",
       "      <td>67091.93</td>\n",
       "      <td>281856.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.017</td>\n",
       "      <td>6.62</td>\n",
       "      <td>1.56</td>\n",
       "      <td>33101.57</td>\n",
       "      <td>0.57</td>\n",
       "      <td>-10.80</td>\n",
       "      <td>-51.91</td>\n",
       "      <td>24.55</td>\n",
       "      <td>1.03</td>\n",
       "      <td>18687.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19960716</th>\n",
       "      <td>佳都科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>广东</td>\n",
       "      <td>237.07</td>\n",
       "      <td>13.79</td>\n",
       "      <td>16.17</td>\n",
       "      <td>559082.38</td>\n",
       "      <td>446256.31</td>\n",
       "      <td>6508.06</td>\n",
       "      <td>142833.23</td>\n",
       "      <td>...</td>\n",
       "      <td>0.033</td>\n",
       "      <td>1.88</td>\n",
       "      <td>5.57</td>\n",
       "      <td>-1256.87</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>57.19</td>\n",
       "      <td>4877.10</td>\n",
       "      <td>12.41</td>\n",
       "      <td>2.25</td>\n",
       "      <td>60643.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20110118</th>\n",
       "      <td>风范股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>40.23</td>\n",
       "      <td>11.33</td>\n",
       "      <td>11.33</td>\n",
       "      <td>458216.19</td>\n",
       "      <td>293546.72</td>\n",
       "      <td>40695.48</td>\n",
       "      <td>122509.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.138</td>\n",
       "      <td>2.66</td>\n",
       "      <td>2.79</td>\n",
       "      <td>41645.55</td>\n",
       "      <td>0.37</td>\n",
       "      <td>-21.90</td>\n",
       "      <td>-9.97</td>\n",
       "      <td>19.78</td>\n",
       "      <td>8.98</td>\n",
       "      <td>71668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20150629</th>\n",
       "      <td>普路通</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>深圳</td>\n",
       "      <td>38.94</td>\n",
       "      <td>1.90</td>\n",
       "      <td>3.77</td>\n",
       "      <td>981181.38</td>\n",
       "      <td>950731.13</td>\n",
       "      <td>729.45</td>\n",
       "      <td>28897.16</td>\n",
       "      <td>...</td>\n",
       "      <td>0.398</td>\n",
       "      <td>3.54</td>\n",
       "      <td>5.84</td>\n",
       "      <td>64253.66</td>\n",
       "      <td>1.71</td>\n",
       "      <td>55.42</td>\n",
       "      <td>-4.32</td>\n",
       "      <td>6.76</td>\n",
       "      <td>3.75</td>\n",
       "      <td>34063.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20170725</th>\n",
       "      <td>英搏尔</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>56.69</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.76</td>\n",
       "      <td>82386.78</td>\n",
       "      <td>65557.82</td>\n",
       "      <td>11986.65</td>\n",
       "      <td>36092.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.880</td>\n",
       "      <td>8.50</td>\n",
       "      <td>6.28</td>\n",
       "      <td>15950.92</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.60</td>\n",
       "      <td>15.96</td>\n",
       "      <td>7219.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19930304</th>\n",
       "      <td>富控互动</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.43</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.76</td>\n",
       "      <td>654017.44</td>\n",
       "      <td>366004.97</td>\n",
       "      <td>2749.05</td>\n",
       "      <td>193459.88</td>\n",
       "      <td>...</td>\n",
       "      <td>0.117</td>\n",
       "      <td>5.15</td>\n",
       "      <td>3.06</td>\n",
       "      <td>39187.15</td>\n",
       "      <td>0.68</td>\n",
       "      <td>-72.23</td>\n",
       "      <td>62.32</td>\n",
       "      <td>81.69</td>\n",
       "      <td>10.87</td>\n",
       "      <td>37100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19961115</th>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>普钢</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.67</td>\n",
       "      <td>85.90</td>\n",
       "      <td>999802.19</td>\n",
       "      <td>379422.75</td>\n",
       "      <td>442935.09</td>\n",
       "      <td>552790.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.078</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-1146276.50</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-29.09</td>\n",
       "      <td>155.19</td>\n",
       "      <td>20.06</td>\n",
       "      <td>10.35</td>\n",
       "      <td>309056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19930518</th>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>11.55</td>\n",
       "      <td>346274.91</td>\n",
       "      <td>312833.03</td>\n",
       "      <td>2405.45</td>\n",
       "      <td>29655.31</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.109</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-63425.48</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>43.62</td>\n",
       "      <td>-55.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-14.68</td>\n",
       "      <td>164822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>湖南盐业</td>\n",
       "      <td>食品</td>\n",
       "      <td>湖南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>310491.63</td>\n",
       "      <td>78859.31</td>\n",
       "      <td>139873.81</td>\n",
       "      <td>24281.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>71625.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>15.06</td>\n",
       "      <td>47.71</td>\n",
       "      <td>7.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19940103</th>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.31</td>\n",
       "      <td>193646.66</td>\n",
       "      <td>121889.97</td>\n",
       "      <td>45542.53</td>\n",
       "      <td>1976.50</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.379</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-45091.93</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>21.07</td>\n",
       "      <td>-23.37</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-51.43</td>\n",
       "      <td>33099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20030905</th>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>小金属</td>\n",
       "      <td>吉林</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>16.04</td>\n",
       "      <td>1373541.75</td>\n",
       "      <td>297409.28</td>\n",
       "      <td>768094.25</td>\n",
       "      <td>626871.94</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.590</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-549617.19</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>9.91</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>15.12</td>\n",
       "      <td>-42.86</td>\n",
       "      <td>70654.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>彩讯股份</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100621.55</td>\n",
       "      <td>65063.45</td>\n",
       "      <td>1320.74</td>\n",
       "      <td>26752.97</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19710.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.46</td>\n",
       "      <td>44.54</td>\n",
       "      <td>48.01</td>\n",
       "      <td>21.36</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>宏川智慧</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>187270.80</td>\n",
       "      <td>13539.20</td>\n",
       "      <td>103894.40</td>\n",
       "      <td>60574.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38270.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>10.33</td>\n",
       "      <td>56.59</td>\n",
       "      <td>25.41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19990916</th>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>重庆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1562395.13</td>\n",
       "      <td>1296451.63</td>\n",
       "      <td>48986.46</td>\n",
       "      <td>259775.59</td>\n",
       "      <td>...</td>\n",
       "      <td>0.530</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>193228.36</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>758.44</td>\n",
       "      <td>9.07</td>\n",
       "      <td>5.20</td>\n",
       "      <td>30624.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3502 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               name industry area       pe  outstanding  totals  totalAssets  \\\n",
       "timeToMarket                                                                   \n",
       "19990119      法 尔 胜      钢加工   江苏   107.62         3.80    3.80   1113305.25   \n",
       "20100910       双环传动     机械基件   浙江    28.50         5.44    6.84    574330.94   \n",
       "20120327       德联集团     化工原料   广东    44.57         4.44    7.54    337337.06   \n",
       "20000906       中成股份     商贸代理   北京    41.11         2.67    2.96    230761.38   \n",
       "20120106       利君股份     专用机械   四川    75.73         3.78   10.03    244765.77   \n",
       "19990831       亚星客车     汽车整车   江苏    67.11         2.20    2.20    485918.00   \n",
       "19940103        鹏博士     电信运营   四川    26.86        14.32   14.32   2346922.50   \n",
       "20060928        獐子岛       渔业   辽宁    34.67         6.87    7.11    462153.44   \n",
       "19931208       大冷股份     机械基件   辽宁    27.65         5.93    8.56    554875.88   \n",
       "20151231       乾景园林     建筑施工   北京    78.88         2.26    5.00    163372.88   \n",
       "19980602       创维数字     家用电器   四川   124.47         9.90   10.71    721120.56   \n",
       "20170605       智能自控     电器仪表   江苏    79.20         0.31    1.22     82386.47   \n",
       "19991014       南天信息     软件服务   云南     0.00         2.46    2.47    270060.22   \n",
       "20120319       汉鼎宇佑     软件服务   浙江   170.53         2.73    4.59    335846.31   \n",
       "20180223       泰永长征     电气设备   贵州    91.61         0.23    0.94     43605.35   \n",
       "20180201       南都物业     房产服务   浙江    46.49         0.20    0.79     72642.00   \n",
       "20160913       陇神戎发      中成药   甘肃   172.75         1.89    3.03     78058.93   \n",
       "20151231       华自科技     电气设备   湖南    91.31         0.91    2.29     95275.47   \n",
       "20100812        乐视网      互联网   北京     0.00        30.43   39.89   3228806.25   \n",
       "20100806       精准信息     电器仪表   山东   160.69         3.92    6.69    175597.95   \n",
       "20000113       中通客车     汽车整车   山东    38.92         4.77    5.93   1080451.13   \n",
       "20170728       中科信息     软件服务   四川   390.83         0.25    1.00     66166.78   \n",
       "20180226        七一二     通信设备   天津   140.96         1.00    7.72    348015.50   \n",
       "20170503        超频三      元器件   深圳    71.80         0.30    1.23     83115.93   \n",
       "20160308        瑞尔特     家居用品   福建    26.77         0.40    1.60    157992.94   \n",
       "20160919       通用股份     汽车配件   江苏    44.69         1.75    7.27    389710.97   \n",
       "20071203       利达光电      元器件   河南   163.48         1.99    1.99     91798.42   \n",
       "20011227       贵航股份     汽车配件   贵州    30.90         2.89    2.89    350165.19   \n",
       "20110805       大连电瓷     电气设备   辽宁    50.90         4.02    4.07    150050.69   \n",
       "20040622       国投中鲁      软饮料   北京  7165.45         2.54    2.62    154691.19   \n",
       "...             ...      ...  ...      ...          ...     ...          ...   \n",
       "20171110       剑桥科技     通信设备   上海    66.26         0.24    0.98    184472.72   \n",
       "20180206       南京聚隆       塑料   江苏    56.93         0.16    0.64     82547.78   \n",
       "20170418       今飞凯达     汽车配件   浙江    75.52         0.56    2.22    361379.13   \n",
       "20111123        海联讯     软件服务   深圳     0.00         3.34    3.35     62416.96   \n",
       "20120801       太空板业     其他建材   北京     0.00         1.93    3.38    141963.77   \n",
       "20171013       宇环数控     机床制造   湖南    45.36         0.25    1.00     46765.40   \n",
       "20180302       华夏航空       空运   贵州    46.93         0.41    4.00    548565.06   \n",
       "20171020       华森制药     化学制药   重庆   115.74         0.40    4.00     70735.78   \n",
       "20150121        快乐购       百货   湖南   217.26         2.06    4.01    227427.97   \n",
       "20171213       深南电路      元器件   深圳    46.93         0.70    2.80    594001.94   \n",
       "20150527       华铭智能     专用机械   上海   100.90         0.56    1.38     81888.28   \n",
       "20161223       永吉股份     广告包装   贵州    94.54         2.28    4.24     88269.03   \n",
       "20170620       中设股份     建筑施工   江苏    61.49         0.13    0.53     42931.45   \n",
       "20000120       海南椰岛     红黄药酒   海南   742.17         4.45    4.48    174418.52   \n",
       "19990714       安彩高科      元器件   河南   888.96         6.90    8.63    232798.72   \n",
       "20080128       合肥城建     区域地产   安徽   135.02         3.19    3.20   1160278.00   \n",
       "20061116       大港股份     区域地产   江苏   459.81         3.74    5.80    706070.38   \n",
       "19960716       佳都科技     软件服务   广东   237.07        13.79   16.17    559082.38   \n",
       "20110118       风范股份     电气设备   江苏    40.23        11.33   11.33    458216.19   \n",
       "20150629        普路通     仓储物流   深圳    38.94         1.90    3.77    981181.38   \n",
       "20170725        英搏尔      元器件   广东    56.69         0.19    0.76     82386.78   \n",
       "19930304       富控互动      互联网   上海   100.43         5.76    5.76    654017.44   \n",
       "19961115      *ST钒钛       普钢   四川     0.00        47.67   85.90    999802.19   \n",
       "19930518      *ST烯碳     矿物制品   辽宁     0.00        11.55   11.55    346274.91   \n",
       "0              湖南盐业       食品   湖南     0.00         0.00    0.00    310491.63   \n",
       "19940103      *ST昆机     机床制造   云南     0.00         3.90    5.31    193646.66   \n",
       "20030905      *ST吉恩      小金属   吉林     0.00        16.04   16.04   1373541.75   \n",
       "0              彩讯股份     软件服务   深圳     0.00         0.00    0.00    100621.55   \n",
       "0              宏川智慧     仓储物流   广东     0.00         0.00    0.00    187270.80   \n",
       "19990916      *ST建峰     农药化肥   重庆     0.00         5.99   17.28   1562395.13   \n",
       "\n",
       "              liquidAssets  fixedAssets   reserved    ...       esp  bvps  \\\n",
       "timeToMarket                                          ...                   \n",
       "19990119         780657.19     25345.75    1377.54    ...     0.049  2.26   \n",
       "20100910         275411.78    160774.52  145674.42    ...     0.270  4.50   \n",
       "20120327         226783.72     49568.25   98210.15    ...     0.118  3.80   \n",
       "20000906         188807.98      6801.99   44202.68    ...     0.222  3.29   \n",
       "20120106         180324.13     20735.05   33509.53    ...     0.075  1.92   \n",
       "19990831         454487.75     23624.40   34209.40    ...     0.112  0.71   \n",
       "19940103         705970.38   1121134.50  233035.38    ...     0.430  4.84   \n",
       "20060928         303211.06    104924.01   97797.11    ...     0.109  0.56   \n",
       "19931208         224933.55     74993.71   76119.02    ...     0.170  3.96   \n",
       "20151231         160503.88       993.25    2313.55    ...     0.067  1.92   \n",
       "19980602         604135.94     69099.56   40258.73    ...     0.046  2.45   \n",
       "20170605          64636.50      5666.33   22719.17    ...     0.440  4.79   \n",
       "19991014         186908.16     23559.42   80772.31    ...    -0.204  5.61   \n",
       "20120319         180072.00     19059.36  137765.06    ...     0.096  4.83   \n",
       "20180223          35037.03         0.00       0.00    ...     0.452  4.85   \n",
       "20180201              0.00         0.00       0.00    ...     0.637  4.35   \n",
       "20160913          25093.23     34506.76   23148.81    ...     0.043  2.35   \n",
       "20151231          59965.38     11950.71   23825.85    ...     0.130  3.14   \n",
       "20100812        1410543.63    104074.28  820496.19    ...    -0.414  3.13   \n",
       "20100806          83756.36     20587.15   74912.71    ...     0.040  2.44   \n",
       "20000113         906956.63    114746.15   47752.87    ...     0.206  4.58   \n",
       "20170728          52995.73      1981.14   25884.55    ...     0.150  5.23   \n",
       "20180226         277392.63     57633.35   63780.73    ...     0.100  2.29   \n",
       "20170503          42642.17     25424.42   25124.00    ...     0.270  4.30   \n",
       "20160308         114326.46     40017.01   66656.49    ...     0.759  8.85   \n",
       "20160919         208154.38    131319.77   74228.81    ...     0.148  3.52   \n",
       "20071203          53013.69     32434.03   18514.51    ...     0.110  2.78   \n",
       "20011227         236277.34     61312.90   93595.95    ...     0.396  7.49   \n",
       "20110805          92202.61     38864.96   12314.42    ...     0.146  2.26   \n",
       "20040622          85564.21     56001.75   52681.81    ...     0.001  3.12   \n",
       "...                    ...          ...        ...    ...       ...   ...   \n",
       "20171110         123587.26     42335.89   27968.40    ...     0.563  9.91   \n",
       "20180206          60597.23     18706.01    7448.47    ...     0.882  8.83   \n",
       "20170418         189711.97    126543.10   29541.88    ...     0.200  4.00   \n",
       "20111123          56641.16      3643.01    8288.05    ...    -0.011  1.39   \n",
       "20120801          54421.69     28696.60   23861.07    ...    -0.022  1.90   \n",
       "20171013          35099.05      5475.37    4677.06    ...     0.900  4.38   \n",
       "20180302         172783.70    292229.34   23364.48    ...     0.934  3.19   \n",
       "20171020          40050.03     13501.01      36.72    ...     0.232  1.54   \n",
       "20150121         199518.45     11563.87   67782.49    ...     0.181  4.19   \n",
       "20171213         255038.63    281201.25   92537.00    ...     1.210  8.53   \n",
       "20150527          73881.32      1230.28   19802.05    ...     0.180  4.27   \n",
       "20161223          42376.26     23044.42   13164.51    ...     0.140  1.94   \n",
       "20170620          38665.80      1968.18   20463.71    ...     0.750  7.13   \n",
       "20000120         139633.19     22147.02   12748.60    ...     0.008  1.94   \n",
       "19990714         109059.70     71565.28  288135.69    ...     0.011  2.21   \n",
       "20080128        1148314.00      6756.07   29001.14    ...     0.069  5.10   \n",
       "20061116         340671.66     67091.93  281856.31    ...     0.017  6.62   \n",
       "19960716         446256.31      6508.06  142833.23    ...     0.033  1.88   \n",
       "20110118         293546.72     40695.48  122509.51    ...     0.138  2.66   \n",
       "20150629         950731.13       729.45   28897.16    ...     0.398  3.54   \n",
       "20170725          65557.82     11986.65   36092.40    ...     0.880  8.50   \n",
       "19930304         366004.97      2749.05  193459.88    ...     0.117  5.15   \n",
       "19961115         379422.75    442935.09  552790.38    ...     0.078  0.48   \n",
       "19930518         312833.03      2405.45   29655.31    ...    -0.109  0.87   \n",
       "0                 78859.31    139873.81   24281.50    ...     0.000  0.00   \n",
       "19940103         121889.97     45542.53    1976.50    ...    -0.379  0.41   \n",
       "20030905         297409.28    768094.25  626871.94    ...    -0.590  0.88   \n",
       "0                 65063.45      1320.74   26752.97    ...     0.000  0.00   \n",
       "0                 13539.20    103894.40   60574.51    ...     0.000  0.00   \n",
       "19990916        1296451.63     48986.46  259775.59    ...     0.530  3.80   \n",
       "\n",
       "                 pb        undp  perundp    rev   profit    gpr    npr  \\\n",
       "timeToMarket                                                             \n",
       "19990119       3.14    28646.09     0.75   9.90   -86.18  11.66   1.09   \n",
       "20100910       2.24    91954.49     1.35  52.31    35.25  23.26   9.85   \n",
       "20120327       1.84   102695.81     1.36  26.05   -21.02  16.59   4.58   \n",
       "20000906       3.70     9714.25     0.33  75.97   -13.01  13.48   4.15   \n",
       "20120106       3.94    36244.12     0.36  10.85    16.22  42.33  21.76   \n",
       "19990831      14.12   -45327.32    -2.06 -24.47   -43.38  16.84   1.83   \n",
       "19940103       3.13   287964.59     2.01  -4.91    -0.14  53.72   9.61   \n",
       "20060928       9.02   -77662.52    -1.09   6.55   144.02  17.67   3.34   \n",
       "19931208       1.58    70696.96     0.83  10.49     6.30  19.33   9.93   \n",
       "20151231       3.65    39647.64     0.79  -2.90   -32.97  23.82  10.89   \n",
       "19980602       3.09   132492.77     1.24  20.98   -85.90  13.76   0.95   \n",
       "20170605       6.45    20218.09     1.65  12.35     4.16  40.65  15.50   \n",
       "19991014       2.13    25366.70     1.03   7.10    -2.61  22.59  -3.72   \n",
       "20120319       4.51    34513.55     0.75 -20.06    -4.26  29.56  13.50   \n",
       "20180223      11.38        0.00     0.00   0.00     0.00   0.00  18.51   \n",
       "20180201       9.07        0.00     0.00   0.00     0.00   0.00   8.71   \n",
       "20160913       4.17    14831.75     0.49   2.30   -65.68  32.08   6.67   \n",
       "20151231       4.34    17474.20     0.76   1.29    -7.52  39.56   7.49   \n",
       "20100812       1.97     -189.08     0.00 -63.67  -435.02 -16.19 -27.10   \n",
       "20100806       3.06    16487.59     0.25  83.75   599.78  56.34  14.59   \n",
       "20000113       2.33   141934.05     2.39 -22.68   -73.22  14.45   2.71   \n",
       "20170728      12.16    10997.00     1.10   0.00     0.00  33.38   9.75   \n",
       "20180226       8.18    20558.85     0.27   0.00     0.00  49.57   8.39   \n",
       "20170503       5.07    13382.12     1.09   0.00     0.00  35.52  11.45   \n",
       "20160308       3.06    52054.10     3.25  11.84    -0.35  33.67  18.13   \n",
       "20160919       2.50    94617.17     1.30  14.70   -18.82  14.99   3.91   \n",
       "20071203       6.41    14644.25     0.74  10.74    25.59  16.17   2.38   \n",
       "20011227       2.18    72851.90     2.52   0.49    11.19  21.23   4.79   \n",
       "20110805       4.39    32785.09     0.80   5.61    -8.99  37.54  10.67   \n",
       "20040622       3.08    -1014.15    -0.04  -3.36   -92.52  23.22   0.04   \n",
       "...             ...         ...      ...    ...      ...    ...    ...   \n",
       "20171110       5.02    34414.28     3.52   0.00     0.00  15.45   2.98   \n",
       "20180206       5.69    25969.65     4.06  13.33   -28.26  17.55   5.51   \n",
       "20170418       4.55    33382.00     1.51   0.00     0.00  16.62   2.34   \n",
       "20111123       7.91     2956.40     0.09  28.20    79.86  16.95  -3.13   \n",
       "20120801       5.80     4017.26     0.12  54.43  -203.24  40.20  -2.40   \n",
       "20171013       9.30    17691.53     1.77   0.00     0.00  48.77  33.79   \n",
       "20180302      13.75    49540.18     1.24  35.17     8.23  21.53  10.85   \n",
       "20171020      23.23    17636.82     0.44   0.00     0.00  67.17  21.04   \n",
       "20150121       9.39    51775.10     1.29  -7.32     9.03  22.72   2.43   \n",
       "20171213       8.88    59876.44     2.14   0.00     0.00  22.21   8.04   \n",
       "20150527       5.97    20509.80     1.49  11.81   -33.06  33.77  15.93   \n",
       "20161223       8.90    20059.55     0.47  -0.94   -13.59  35.62  26.19   \n",
       "20170620       7.41    10092.40     1.89   0.00     0.00  48.81  20.65   \n",
       "20000120       3.92    16944.24     0.38  61.36   105.30  27.46   0.50   \n",
       "19990714       4.24  -223097.55    -2.59   6.01    -4.87  12.07   0.46   \n",
       "20080128       2.43    74377.09     2.32 -18.72   -66.96  26.76   1.64   \n",
       "20061116       1.56    33101.57     0.57 -10.80   -51.91  24.55   1.03   \n",
       "19960716       5.57    -1256.87    -0.01  57.19  4877.10  12.41   2.25   \n",
       "20110118       2.79    41645.55     0.37 -21.90    -9.97  19.78   8.98   \n",
       "20150629       5.84    64253.66     1.71  55.42    -4.32   6.76   3.75   \n",
       "20170725       6.28    15950.92     2.11   0.00     0.00  31.60  15.96   \n",
       "19930304       3.06    39187.15     0.68 -72.23    62.32  81.69  10.87   \n",
       "19961115       0.00 -1146276.50    -1.33 -29.09   155.19  20.06  10.35   \n",
       "19930518       0.00   -63425.48    -0.55  43.62   -55.46   0.22 -14.68   \n",
       "0              0.00    71625.13     0.00   1.30    15.06  47.71   7.24   \n",
       "19940103       0.00   -45091.93    -0.85  21.07   -23.37   3.60 -51.43   \n",
       "20030905       0.00  -549617.19    -3.43   9.91   -56.24  15.12 -42.86   \n",
       "0              0.00    19710.35     0.00  33.46    44.54  48.01  21.36   \n",
       "0              0.00    38270.21     0.00  -0.74    10.33  56.59  25.41   \n",
       "19990916       0.00   193228.36     1.12   1.16   758.44   9.07   5.20   \n",
       "\n",
       "               holders  \n",
       "timeToMarket            \n",
       "19990119       38170.0  \n",
       "20100910       22732.0  \n",
       "20120327       36579.0  \n",
       "20000906       37069.0  \n",
       "20120106       49969.0  \n",
       "19990831       26421.0  \n",
       "19940103       74018.0  \n",
       "20060928       42253.0  \n",
       "19931208       37121.0  \n",
       "20151231       35005.0  \n",
       "19980602       37825.0  \n",
       "20170605       16200.0  \n",
       "19991014       36041.0  \n",
       "20120319       17227.0  \n",
       "20180223       48823.0  \n",
       "20180201       18531.0  \n",
       "20160913       24114.0  \n",
       "20151231       17168.0  \n",
       "20100812      185875.0  \n",
       "20100806       30851.0  \n",
       "20000113       71560.0  \n",
       "20170728       20478.0  \n",
       "20180226       88473.0  \n",
       "20170503       16598.0  \n",
       "20160308       17514.0  \n",
       "20160919       71583.0  \n",
       "20071203       32488.0  \n",
       "20011227       23157.0  \n",
       "20110805       52765.0  \n",
       "20040622       16800.0  \n",
       "...                ...  \n",
       "20171110       17000.0  \n",
       "20180206       31946.0  \n",
       "20170418       29141.0  \n",
       "20111123       12806.0  \n",
       "20120801       39634.0  \n",
       "20171013       51373.0  \n",
       "20180302       78828.0  \n",
       "20171020       78250.0  \n",
       "20150121       22780.0  \n",
       "20171213      132188.0  \n",
       "20150527       11125.0  \n",
       "20161223        7269.0  \n",
       "20170620        9250.0  \n",
       "20000120       29905.0  \n",
       "19990714       43800.0  \n",
       "20080128       34015.0  \n",
       "20061116       18687.0  \n",
       "19960716       60643.0  \n",
       "20110118       71668.0  \n",
       "20150629       34063.0  \n",
       "20170725        7219.0  \n",
       "19930304       37100.0  \n",
       "19961115      309056.0  \n",
       "19930518      164822.0  \n",
       "0                  0.0  \n",
       "19940103       33099.0  \n",
       "20030905       70654.0  \n",
       "0                  0.0  \n",
       "0                  0.0  \n",
       "19990916       30624.0  \n",
       "\n",
       "[3502 rows x 21 columns]"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.set_index('timeToMarket')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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     "metadata": {},
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   "source": [
    "df[20170101:20180101]"
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  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000890</th>\n",
       "      <td>法 尔 胜</td>\n",
       "      <td>钢加工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>107.62</td>\n",
       "      <td>3.80</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1113305.25</td>\n",
       "      <td>780657.19</td>\n",
       "      <td>25345.75</td>\n",
       "      <td>1377.54</td>\n",
       "      <td>...</td>\n",
       "      <td>2.26</td>\n",
       "      <td>3.14</td>\n",
       "      <td>19990119</td>\n",
       "      <td>28646.09</td>\n",
       "      <td>0.75</td>\n",
       "      <td>9.90</td>\n",
       "      <td>-86.18</td>\n",
       "      <td>11.66</td>\n",
       "      <td>1.09</td>\n",
       "      <td>38170.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002472</th>\n",
       "      <td>双环传动</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>28.50</td>\n",
       "      <td>5.44</td>\n",
       "      <td>6.84</td>\n",
       "      <td>574330.94</td>\n",
       "      <td>275411.78</td>\n",
       "      <td>160774.52</td>\n",
       "      <td>145674.42</td>\n",
       "      <td>...</td>\n",
       "      <td>4.50</td>\n",
       "      <td>2.24</td>\n",
       "      <td>20100910</td>\n",
       "      <td>91954.49</td>\n",
       "      <td>1.35</td>\n",
       "      <td>52.31</td>\n",
       "      <td>35.25</td>\n",
       "      <td>23.26</td>\n",
       "      <td>9.85</td>\n",
       "      <td>22732.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002666</th>\n",
       "      <td>德联集团</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>广东</td>\n",
       "      <td>44.57</td>\n",
       "      <td>4.44</td>\n",
       "      <td>7.54</td>\n",
       "      <td>337337.06</td>\n",
       "      <td>226783.72</td>\n",
       "      <td>49568.25</td>\n",
       "      <td>98210.15</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>1.84</td>\n",
       "      <td>20120327</td>\n",
       "      <td>102695.81</td>\n",
       "      <td>1.36</td>\n",
       "      <td>26.05</td>\n",
       "      <td>-21.02</td>\n",
       "      <td>16.59</td>\n",
       "      <td>4.58</td>\n",
       "      <td>36579.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000151</th>\n",
       "      <td>中成股份</td>\n",
       "      <td>商贸代理</td>\n",
       "      <td>北京</td>\n",
       "      <td>41.11</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2.96</td>\n",
       "      <td>230761.38</td>\n",
       "      <td>188807.98</td>\n",
       "      <td>6801.99</td>\n",
       "      <td>44202.68</td>\n",
       "      <td>...</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.70</td>\n",
       "      <td>20000906</td>\n",
       "      <td>9714.25</td>\n",
       "      <td>0.33</td>\n",
       "      <td>75.97</td>\n",
       "      <td>-13.01</td>\n",
       "      <td>13.48</td>\n",
       "      <td>4.15</td>\n",
       "      <td>37069.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002651</th>\n",
       "      <td>利君股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>四川</td>\n",
       "      <td>75.73</td>\n",
       "      <td>3.78</td>\n",
       "      <td>10.03</td>\n",
       "      <td>244765.77</td>\n",
       "      <td>180324.13</td>\n",
       "      <td>20735.05</td>\n",
       "      <td>33509.53</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.94</td>\n",
       "      <td>20120106</td>\n",
       "      <td>36244.12</td>\n",
       "      <td>0.36</td>\n",
       "      <td>10.85</td>\n",
       "      <td>16.22</td>\n",
       "      <td>42.33</td>\n",
       "      <td>21.76</td>\n",
       "      <td>49969.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600213</th>\n",
       "      <td>亚星客车</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>江苏</td>\n",
       "      <td>67.11</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2.20</td>\n",
       "      <td>485918.00</td>\n",
       "      <td>454487.75</td>\n",
       "      <td>23624.40</td>\n",
       "      <td>34209.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>14.12</td>\n",
       "      <td>19990831</td>\n",
       "      <td>-45327.32</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>-24.47</td>\n",
       "      <td>-43.38</td>\n",
       "      <td>16.84</td>\n",
       "      <td>1.83</td>\n",
       "      <td>26421.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600804</th>\n",
       "      <td>鹏博士</td>\n",
       "      <td>电信运营</td>\n",
       "      <td>四川</td>\n",
       "      <td>26.86</td>\n",
       "      <td>14.32</td>\n",
       "      <td>14.32</td>\n",
       "      <td>2346922.50</td>\n",
       "      <td>705970.38</td>\n",
       "      <td>1121134.50</td>\n",
       "      <td>233035.38</td>\n",
       "      <td>...</td>\n",
       "      <td>4.84</td>\n",
       "      <td>3.13</td>\n",
       "      <td>19940103</td>\n",
       "      <td>287964.59</td>\n",
       "      <td>2.01</td>\n",
       "      <td>-4.91</td>\n",
       "      <td>-0.14</td>\n",
       "      <td>53.72</td>\n",
       "      <td>9.61</td>\n",
       "      <td>74018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002069</th>\n",
       "      <td>獐子岛</td>\n",
       "      <td>渔业</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>34.67</td>\n",
       "      <td>6.87</td>\n",
       "      <td>7.11</td>\n",
       "      <td>462153.44</td>\n",
       "      <td>303211.06</td>\n",
       "      <td>104924.01</td>\n",
       "      <td>97797.11</td>\n",
       "      <td>...</td>\n",
       "      <td>0.56</td>\n",
       "      <td>9.02</td>\n",
       "      <td>20060928</td>\n",
       "      <td>-77662.52</td>\n",
       "      <td>-1.09</td>\n",
       "      <td>6.55</td>\n",
       "      <td>144.02</td>\n",
       "      <td>17.67</td>\n",
       "      <td>3.34</td>\n",
       "      <td>42253.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000530</th>\n",
       "      <td>大冷股份</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>27.65</td>\n",
       "      <td>5.93</td>\n",
       "      <td>8.56</td>\n",
       "      <td>554875.88</td>\n",
       "      <td>224933.55</td>\n",
       "      <td>74993.71</td>\n",
       "      <td>76119.02</td>\n",
       "      <td>...</td>\n",
       "      <td>3.96</td>\n",
       "      <td>1.58</td>\n",
       "      <td>19931208</td>\n",
       "      <td>70696.96</td>\n",
       "      <td>0.83</td>\n",
       "      <td>10.49</td>\n",
       "      <td>6.30</td>\n",
       "      <td>19.33</td>\n",
       "      <td>9.93</td>\n",
       "      <td>37121.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603778</th>\n",
       "      <td>乾景园林</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>北京</td>\n",
       "      <td>78.88</td>\n",
       "      <td>2.26</td>\n",
       "      <td>5.00</td>\n",
       "      <td>163372.88</td>\n",
       "      <td>160503.88</td>\n",
       "      <td>993.25</td>\n",
       "      <td>2313.55</td>\n",
       "      <td>...</td>\n",
       "      <td>1.92</td>\n",
       "      <td>3.65</td>\n",
       "      <td>20151231</td>\n",
       "      <td>39647.64</td>\n",
       "      <td>0.79</td>\n",
       "      <td>-2.90</td>\n",
       "      <td>-32.97</td>\n",
       "      <td>23.82</td>\n",
       "      <td>10.89</td>\n",
       "      <td>35005.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000810</th>\n",
       "      <td>创维数字</td>\n",
       "      <td>家用电器</td>\n",
       "      <td>四川</td>\n",
       "      <td>124.47</td>\n",
       "      <td>9.90</td>\n",
       "      <td>10.71</td>\n",
       "      <td>721120.56</td>\n",
       "      <td>604135.94</td>\n",
       "      <td>69099.56</td>\n",
       "      <td>40258.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.45</td>\n",
       "      <td>3.09</td>\n",
       "      <td>19980602</td>\n",
       "      <td>132492.77</td>\n",
       "      <td>1.24</td>\n",
       "      <td>20.98</td>\n",
       "      <td>-85.90</td>\n",
       "      <td>13.76</td>\n",
       "      <td>0.95</td>\n",
       "      <td>37825.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002877</th>\n",
       "      <td>智能自控</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>江苏</td>\n",
       "      <td>79.20</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.22</td>\n",
       "      <td>82386.47</td>\n",
       "      <td>64636.50</td>\n",
       "      <td>5666.33</td>\n",
       "      <td>22719.17</td>\n",
       "      <td>...</td>\n",
       "      <td>4.79</td>\n",
       "      <td>6.45</td>\n",
       "      <td>20170605</td>\n",
       "      <td>20218.09</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12.35</td>\n",
       "      <td>4.16</td>\n",
       "      <td>40.65</td>\n",
       "      <td>15.50</td>\n",
       "      <td>16200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000948</th>\n",
       "      <td>南天信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2.47</td>\n",
       "      <td>270060.22</td>\n",
       "      <td>186908.16</td>\n",
       "      <td>23559.42</td>\n",
       "      <td>80772.31</td>\n",
       "      <td>...</td>\n",
       "      <td>5.61</td>\n",
       "      <td>2.13</td>\n",
       "      <td>19991014</td>\n",
       "      <td>25366.70</td>\n",
       "      <td>1.03</td>\n",
       "      <td>7.10</td>\n",
       "      <td>-2.61</td>\n",
       "      <td>22.59</td>\n",
       "      <td>-3.72</td>\n",
       "      <td>36041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300300</th>\n",
       "      <td>汉鼎宇佑</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>170.53</td>\n",
       "      <td>2.73</td>\n",
       "      <td>4.59</td>\n",
       "      <td>335846.31</td>\n",
       "      <td>180072.00</td>\n",
       "      <td>19059.36</td>\n",
       "      <td>137765.06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.83</td>\n",
       "      <td>4.51</td>\n",
       "      <td>20120319</td>\n",
       "      <td>34513.55</td>\n",
       "      <td>0.75</td>\n",
       "      <td>-20.06</td>\n",
       "      <td>-4.26</td>\n",
       "      <td>29.56</td>\n",
       "      <td>13.50</td>\n",
       "      <td>17227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002927</th>\n",
       "      <td>泰永长征</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>贵州</td>\n",
       "      <td>91.61</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.94</td>\n",
       "      <td>43605.35</td>\n",
       "      <td>35037.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.85</td>\n",
       "      <td>11.38</td>\n",
       "      <td>20180223</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.51</td>\n",
       "      <td>48823.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603506</th>\n",
       "      <td>南都物业</td>\n",
       "      <td>房产服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>46.49</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.79</td>\n",
       "      <td>72642.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.35</td>\n",
       "      <td>9.07</td>\n",
       "      <td>20180201</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>18531.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300534</th>\n",
       "      <td>陇神戎发</td>\n",
       "      <td>中成药</td>\n",
       "      <td>甘肃</td>\n",
       "      <td>172.75</td>\n",
       "      <td>1.89</td>\n",
       "      <td>3.03</td>\n",
       "      <td>78058.93</td>\n",
       "      <td>25093.23</td>\n",
       "      <td>34506.76</td>\n",
       "      <td>23148.81</td>\n",
       "      <td>...</td>\n",
       "      <td>2.35</td>\n",
       "      <td>4.17</td>\n",
       "      <td>20160913</td>\n",
       "      <td>14831.75</td>\n",
       "      <td>0.49</td>\n",
       "      <td>2.30</td>\n",
       "      <td>-65.68</td>\n",
       "      <td>32.08</td>\n",
       "      <td>6.67</td>\n",
       "      <td>24114.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300490</th>\n",
       "      <td>华自科技</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>湖南</td>\n",
       "      <td>91.31</td>\n",
       "      <td>0.91</td>\n",
       "      <td>2.29</td>\n",
       "      <td>95275.47</td>\n",
       "      <td>59965.38</td>\n",
       "      <td>11950.71</td>\n",
       "      <td>23825.85</td>\n",
       "      <td>...</td>\n",
       "      <td>3.14</td>\n",
       "      <td>4.34</td>\n",
       "      <td>20151231</td>\n",
       "      <td>17474.20</td>\n",
       "      <td>0.76</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-7.52</td>\n",
       "      <td>39.56</td>\n",
       "      <td>7.49</td>\n",
       "      <td>17168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300104</th>\n",
       "      <td>乐视网</td>\n",
       "      <td>互联网</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.43</td>\n",
       "      <td>39.89</td>\n",
       "      <td>3228806.25</td>\n",
       "      <td>1410543.63</td>\n",
       "      <td>104074.28</td>\n",
       "      <td>820496.19</td>\n",
       "      <td>...</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1.97</td>\n",
       "      <td>20100812</td>\n",
       "      <td>-189.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-63.67</td>\n",
       "      <td>-435.02</td>\n",
       "      <td>-16.19</td>\n",
       "      <td>-27.10</td>\n",
       "      <td>185875.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300099</th>\n",
       "      <td>精准信息</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>山东</td>\n",
       "      <td>160.69</td>\n",
       "      <td>3.92</td>\n",
       "      <td>6.69</td>\n",
       "      <td>175597.95</td>\n",
       "      <td>83756.36</td>\n",
       "      <td>20587.15</td>\n",
       "      <td>74912.71</td>\n",
       "      <td>...</td>\n",
       "      <td>2.44</td>\n",
       "      <td>3.06</td>\n",
       "      <td>20100806</td>\n",
       "      <td>16487.59</td>\n",
       "      <td>0.25</td>\n",
       "      <td>83.75</td>\n",
       "      <td>599.78</td>\n",
       "      <td>56.34</td>\n",
       "      <td>14.59</td>\n",
       "      <td>30851.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000957</th>\n",
       "      <td>中通客车</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>山东</td>\n",
       "      <td>38.92</td>\n",
       "      <td>4.77</td>\n",
       "      <td>5.93</td>\n",
       "      <td>1080451.13</td>\n",
       "      <td>906956.63</td>\n",
       "      <td>114746.15</td>\n",
       "      <td>47752.87</td>\n",
       "      <td>...</td>\n",
       "      <td>4.58</td>\n",
       "      <td>2.33</td>\n",
       "      <td>20000113</td>\n",
       "      <td>141934.05</td>\n",
       "      <td>2.39</td>\n",
       "      <td>-22.68</td>\n",
       "      <td>-73.22</td>\n",
       "      <td>14.45</td>\n",
       "      <td>2.71</td>\n",
       "      <td>71560.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300678</th>\n",
       "      <td>中科信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>四川</td>\n",
       "      <td>390.83</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>66166.78</td>\n",
       "      <td>52995.73</td>\n",
       "      <td>1981.14</td>\n",
       "      <td>25884.55</td>\n",
       "      <td>...</td>\n",
       "      <td>5.23</td>\n",
       "      <td>12.16</td>\n",
       "      <td>20170728</td>\n",
       "      <td>10997.00</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.38</td>\n",
       "      <td>9.75</td>\n",
       "      <td>20478.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603712</th>\n",
       "      <td>七一二</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>天津</td>\n",
       "      <td>140.96</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.72</td>\n",
       "      <td>348015.50</td>\n",
       "      <td>277392.63</td>\n",
       "      <td>57633.35</td>\n",
       "      <td>63780.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.29</td>\n",
       "      <td>8.18</td>\n",
       "      <td>20180226</td>\n",
       "      <td>20558.85</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.57</td>\n",
       "      <td>8.39</td>\n",
       "      <td>88473.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300647</th>\n",
       "      <td>超频三</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>71.80</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.23</td>\n",
       "      <td>83115.93</td>\n",
       "      <td>42642.17</td>\n",
       "      <td>25424.42</td>\n",
       "      <td>25124.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.30</td>\n",
       "      <td>5.07</td>\n",
       "      <td>20170503</td>\n",
       "      <td>13382.12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.52</td>\n",
       "      <td>11.45</td>\n",
       "      <td>16598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002790</th>\n",
       "      <td>瑞尔特</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>福建</td>\n",
       "      <td>26.77</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>157992.94</td>\n",
       "      <td>114326.46</td>\n",
       "      <td>40017.01</td>\n",
       "      <td>66656.49</td>\n",
       "      <td>...</td>\n",
       "      <td>8.85</td>\n",
       "      <td>3.06</td>\n",
       "      <td>20160308</td>\n",
       "      <td>52054.10</td>\n",
       "      <td>3.25</td>\n",
       "      <td>11.84</td>\n",
       "      <td>-0.35</td>\n",
       "      <td>33.67</td>\n",
       "      <td>18.13</td>\n",
       "      <td>17514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601500</th>\n",
       "      <td>通用股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>44.69</td>\n",
       "      <td>1.75</td>\n",
       "      <td>7.27</td>\n",
       "      <td>389710.97</td>\n",
       "      <td>208154.38</td>\n",
       "      <td>131319.77</td>\n",
       "      <td>74228.81</td>\n",
       "      <td>...</td>\n",
       "      <td>3.52</td>\n",
       "      <td>2.50</td>\n",
       "      <td>20160919</td>\n",
       "      <td>94617.17</td>\n",
       "      <td>1.30</td>\n",
       "      <td>14.70</td>\n",
       "      <td>-18.82</td>\n",
       "      <td>14.99</td>\n",
       "      <td>3.91</td>\n",
       "      <td>71583.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002189</th>\n",
       "      <td>利达光电</td>\n",
       "      <td>元器件</td>\n",
       "      <td>河南</td>\n",
       "      <td>163.48</td>\n",
       "      <td>1.99</td>\n",
       "      <td>1.99</td>\n",
       "      <td>91798.42</td>\n",
       "      <td>53013.69</td>\n",
       "      <td>32434.03</td>\n",
       "      <td>18514.51</td>\n",
       "      <td>...</td>\n",
       "      <td>2.78</td>\n",
       "      <td>6.41</td>\n",
       "      <td>20071203</td>\n",
       "      <td>14644.25</td>\n",
       "      <td>0.74</td>\n",
       "      <td>10.74</td>\n",
       "      <td>25.59</td>\n",
       "      <td>16.17</td>\n",
       "      <td>2.38</td>\n",
       "      <td>32488.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600523</th>\n",
       "      <td>贵航股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>贵州</td>\n",
       "      <td>30.90</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2.89</td>\n",
       "      <td>350165.19</td>\n",
       "      <td>236277.34</td>\n",
       "      <td>61312.90</td>\n",
       "      <td>93595.95</td>\n",
       "      <td>...</td>\n",
       "      <td>7.49</td>\n",
       "      <td>2.18</td>\n",
       "      <td>20011227</td>\n",
       "      <td>72851.90</td>\n",
       "      <td>2.52</td>\n",
       "      <td>0.49</td>\n",
       "      <td>11.19</td>\n",
       "      <td>21.23</td>\n",
       "      <td>4.79</td>\n",
       "      <td>23157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002606</th>\n",
       "      <td>大连电瓷</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>50.90</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.07</td>\n",
       "      <td>150050.69</td>\n",
       "      <td>92202.61</td>\n",
       "      <td>38864.96</td>\n",
       "      <td>12314.42</td>\n",
       "      <td>...</td>\n",
       "      <td>2.26</td>\n",
       "      <td>4.39</td>\n",
       "      <td>20110805</td>\n",
       "      <td>32785.09</td>\n",
       "      <td>0.80</td>\n",
       "      <td>5.61</td>\n",
       "      <td>-8.99</td>\n",
       "      <td>37.54</td>\n",
       "      <td>10.67</td>\n",
       "      <td>52765.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600962</th>\n",
       "      <td>国投中鲁</td>\n",
       "      <td>软饮料</td>\n",
       "      <td>北京</td>\n",
       "      <td>7165.45</td>\n",
       "      <td>2.54</td>\n",
       "      <td>2.62</td>\n",
       "      <td>154691.19</td>\n",
       "      <td>85564.21</td>\n",
       "      <td>56001.75</td>\n",
       "      <td>52681.81</td>\n",
       "      <td>...</td>\n",
       "      <td>3.12</td>\n",
       "      <td>3.08</td>\n",
       "      <td>20040622</td>\n",
       "      <td>-1014.15</td>\n",
       "      <td>-0.04</td>\n",
       "      <td>-3.36</td>\n",
       "      <td>-92.52</td>\n",
       "      <td>23.22</td>\n",
       "      <td>0.04</td>\n",
       "      <td>16800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603083</th>\n",
       "      <td>剑桥科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>66.26</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>184472.72</td>\n",
       "      <td>123587.26</td>\n",
       "      <td>42335.89</td>\n",
       "      <td>27968.40</td>\n",
       "      <td>...</td>\n",
       "      <td>9.91</td>\n",
       "      <td>5.02</td>\n",
       "      <td>20171110</td>\n",
       "      <td>34414.28</td>\n",
       "      <td>3.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.45</td>\n",
       "      <td>2.98</td>\n",
       "      <td>17000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300644</th>\n",
       "      <td>南京聚隆</td>\n",
       "      <td>塑料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>56.93</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.64</td>\n",
       "      <td>82547.78</td>\n",
       "      <td>60597.23</td>\n",
       "      <td>18706.01</td>\n",
       "      <td>7448.47</td>\n",
       "      <td>...</td>\n",
       "      <td>8.83</td>\n",
       "      <td>5.69</td>\n",
       "      <td>20180206</td>\n",
       "      <td>25969.65</td>\n",
       "      <td>4.06</td>\n",
       "      <td>13.33</td>\n",
       "      <td>-28.26</td>\n",
       "      <td>17.55</td>\n",
       "      <td>5.51</td>\n",
       "      <td>31946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002863</th>\n",
       "      <td>今飞凯达</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>75.52</td>\n",
       "      <td>0.56</td>\n",
       "      <td>2.22</td>\n",
       "      <td>361379.13</td>\n",
       "      <td>189711.97</td>\n",
       "      <td>126543.10</td>\n",
       "      <td>29541.88</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.55</td>\n",
       "      <td>20170418</td>\n",
       "      <td>33382.00</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.62</td>\n",
       "      <td>2.34</td>\n",
       "      <td>29141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300277</th>\n",
       "      <td>海联讯</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.34</td>\n",
       "      <td>3.35</td>\n",
       "      <td>62416.96</td>\n",
       "      <td>56641.16</td>\n",
       "      <td>3643.01</td>\n",
       "      <td>8288.05</td>\n",
       "      <td>...</td>\n",
       "      <td>1.39</td>\n",
       "      <td>7.91</td>\n",
       "      <td>20111123</td>\n",
       "      <td>2956.40</td>\n",
       "      <td>0.09</td>\n",
       "      <td>28.20</td>\n",
       "      <td>79.86</td>\n",
       "      <td>16.95</td>\n",
       "      <td>-3.13</td>\n",
       "      <td>12806.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300344</th>\n",
       "      <td>太空板业</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.93</td>\n",
       "      <td>3.38</td>\n",
       "      <td>141963.77</td>\n",
       "      <td>54421.69</td>\n",
       "      <td>28696.60</td>\n",
       "      <td>23861.07</td>\n",
       "      <td>...</td>\n",
       "      <td>1.90</td>\n",
       "      <td>5.80</td>\n",
       "      <td>20120801</td>\n",
       "      <td>4017.26</td>\n",
       "      <td>0.12</td>\n",
       "      <td>54.43</td>\n",
       "      <td>-203.24</td>\n",
       "      <td>40.20</td>\n",
       "      <td>-2.40</td>\n",
       "      <td>39634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002903</th>\n",
       "      <td>宇环数控</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>湖南</td>\n",
       "      <td>45.36</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>46765.40</td>\n",
       "      <td>35099.05</td>\n",
       "      <td>5475.37</td>\n",
       "      <td>4677.06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.38</td>\n",
       "      <td>9.30</td>\n",
       "      <td>20171013</td>\n",
       "      <td>17691.53</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.77</td>\n",
       "      <td>33.79</td>\n",
       "      <td>51373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002928</th>\n",
       "      <td>华夏航空</td>\n",
       "      <td>空运</td>\n",
       "      <td>贵州</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.41</td>\n",
       "      <td>4.00</td>\n",
       "      <td>548565.06</td>\n",
       "      <td>172783.70</td>\n",
       "      <td>292229.34</td>\n",
       "      <td>23364.48</td>\n",
       "      <td>...</td>\n",
       "      <td>3.19</td>\n",
       "      <td>13.75</td>\n",
       "      <td>20180302</td>\n",
       "      <td>49540.18</td>\n",
       "      <td>1.24</td>\n",
       "      <td>35.17</td>\n",
       "      <td>8.23</td>\n",
       "      <td>21.53</td>\n",
       "      <td>10.85</td>\n",
       "      <td>78828.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002907</th>\n",
       "      <td>华森制药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>重庆</td>\n",
       "      <td>115.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>70735.78</td>\n",
       "      <td>40050.03</td>\n",
       "      <td>13501.01</td>\n",
       "      <td>36.72</td>\n",
       "      <td>...</td>\n",
       "      <td>1.54</td>\n",
       "      <td>23.23</td>\n",
       "      <td>20171020</td>\n",
       "      <td>17636.82</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.17</td>\n",
       "      <td>21.04</td>\n",
       "      <td>78250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300413</th>\n",
       "      <td>快乐购</td>\n",
       "      <td>百货</td>\n",
       "      <td>湖南</td>\n",
       "      <td>217.26</td>\n",
       "      <td>2.06</td>\n",
       "      <td>4.01</td>\n",
       "      <td>227427.97</td>\n",
       "      <td>199518.45</td>\n",
       "      <td>11563.87</td>\n",
       "      <td>67782.49</td>\n",
       "      <td>...</td>\n",
       "      <td>4.19</td>\n",
       "      <td>9.39</td>\n",
       "      <td>20150121</td>\n",
       "      <td>51775.10</td>\n",
       "      <td>1.29</td>\n",
       "      <td>-7.32</td>\n",
       "      <td>9.03</td>\n",
       "      <td>22.72</td>\n",
       "      <td>2.43</td>\n",
       "      <td>22780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002916</th>\n",
       "      <td>深南电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.80</td>\n",
       "      <td>594001.94</td>\n",
       "      <td>255038.63</td>\n",
       "      <td>281201.25</td>\n",
       "      <td>92537.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.53</td>\n",
       "      <td>8.88</td>\n",
       "      <td>20171213</td>\n",
       "      <td>59876.44</td>\n",
       "      <td>2.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.21</td>\n",
       "      <td>8.04</td>\n",
       "      <td>132188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300462</th>\n",
       "      <td>华铭智能</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.90</td>\n",
       "      <td>0.56</td>\n",
       "      <td>1.38</td>\n",
       "      <td>81888.28</td>\n",
       "      <td>73881.32</td>\n",
       "      <td>1230.28</td>\n",
       "      <td>19802.05</td>\n",
       "      <td>...</td>\n",
       "      <td>4.27</td>\n",
       "      <td>5.97</td>\n",
       "      <td>20150527</td>\n",
       "      <td>20509.80</td>\n",
       "      <td>1.49</td>\n",
       "      <td>11.81</td>\n",
       "      <td>-33.06</td>\n",
       "      <td>33.77</td>\n",
       "      <td>15.93</td>\n",
       "      <td>11125.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603058</th>\n",
       "      <td>永吉股份</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>贵州</td>\n",
       "      <td>94.54</td>\n",
       "      <td>2.28</td>\n",
       "      <td>4.24</td>\n",
       "      <td>88269.03</td>\n",
       "      <td>42376.26</td>\n",
       "      <td>23044.42</td>\n",
       "      <td>13164.51</td>\n",
       "      <td>...</td>\n",
       "      <td>1.94</td>\n",
       "      <td>8.90</td>\n",
       "      <td>20161223</td>\n",
       "      <td>20059.55</td>\n",
       "      <td>0.47</td>\n",
       "      <td>-0.94</td>\n",
       "      <td>-13.59</td>\n",
       "      <td>35.62</td>\n",
       "      <td>26.19</td>\n",
       "      <td>7269.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002883</th>\n",
       "      <td>中设股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>61.49</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.53</td>\n",
       "      <td>42931.45</td>\n",
       "      <td>38665.80</td>\n",
       "      <td>1968.18</td>\n",
       "      <td>20463.71</td>\n",
       "      <td>...</td>\n",
       "      <td>7.13</td>\n",
       "      <td>7.41</td>\n",
       "      <td>20170620</td>\n",
       "      <td>10092.40</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.81</td>\n",
       "      <td>20.65</td>\n",
       "      <td>9250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600238</th>\n",
       "      <td>海南椰岛</td>\n",
       "      <td>红黄药酒</td>\n",
       "      <td>海南</td>\n",
       "      <td>742.17</td>\n",
       "      <td>4.45</td>\n",
       "      <td>4.48</td>\n",
       "      <td>174418.52</td>\n",
       "      <td>139633.19</td>\n",
       "      <td>22147.02</td>\n",
       "      <td>12748.60</td>\n",
       "      <td>...</td>\n",
       "      <td>1.94</td>\n",
       "      <td>3.92</td>\n",
       "      <td>20000120</td>\n",
       "      <td>16944.24</td>\n",
       "      <td>0.38</td>\n",
       "      <td>61.36</td>\n",
       "      <td>105.30</td>\n",
       "      <td>27.46</td>\n",
       "      <td>0.50</td>\n",
       "      <td>29905.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600207</th>\n",
       "      <td>安彩高科</td>\n",
       "      <td>元器件</td>\n",
       "      <td>河南</td>\n",
       "      <td>888.96</td>\n",
       "      <td>6.90</td>\n",
       "      <td>8.63</td>\n",
       "      <td>232798.72</td>\n",
       "      <td>109059.70</td>\n",
       "      <td>71565.28</td>\n",
       "      <td>288135.69</td>\n",
       "      <td>...</td>\n",
       "      <td>2.21</td>\n",
       "      <td>4.24</td>\n",
       "      <td>19990714</td>\n",
       "      <td>-223097.55</td>\n",
       "      <td>-2.59</td>\n",
       "      <td>6.01</td>\n",
       "      <td>-4.87</td>\n",
       "      <td>12.07</td>\n",
       "      <td>0.46</td>\n",
       "      <td>43800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002208</th>\n",
       "      <td>合肥城建</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>安徽</td>\n",
       "      <td>135.02</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1160278.00</td>\n",
       "      <td>1148314.00</td>\n",
       "      <td>6756.07</td>\n",
       "      <td>29001.14</td>\n",
       "      <td>...</td>\n",
       "      <td>5.10</td>\n",
       "      <td>2.43</td>\n",
       "      <td>20080128</td>\n",
       "      <td>74377.09</td>\n",
       "      <td>2.32</td>\n",
       "      <td>-18.72</td>\n",
       "      <td>-66.96</td>\n",
       "      <td>26.76</td>\n",
       "      <td>1.64</td>\n",
       "      <td>34015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002077</th>\n",
       "      <td>大港股份</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>江苏</td>\n",
       "      <td>459.81</td>\n",
       "      <td>3.74</td>\n",
       "      <td>5.80</td>\n",
       "      <td>706070.38</td>\n",
       "      <td>340671.66</td>\n",
       "      <td>67091.93</td>\n",
       "      <td>281856.31</td>\n",
       "      <td>...</td>\n",
       "      <td>6.62</td>\n",
       "      <td>1.56</td>\n",
       "      <td>20061116</td>\n",
       "      <td>33101.57</td>\n",
       "      <td>0.57</td>\n",
       "      <td>-10.80</td>\n",
       "      <td>-51.91</td>\n",
       "      <td>24.55</td>\n",
       "      <td>1.03</td>\n",
       "      <td>18687.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600728</th>\n",
       "      <td>佳都科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>广东</td>\n",
       "      <td>237.07</td>\n",
       "      <td>13.79</td>\n",
       "      <td>16.17</td>\n",
       "      <td>559082.38</td>\n",
       "      <td>446256.31</td>\n",
       "      <td>6508.06</td>\n",
       "      <td>142833.23</td>\n",
       "      <td>...</td>\n",
       "      <td>1.88</td>\n",
       "      <td>5.57</td>\n",
       "      <td>19960716</td>\n",
       "      <td>-1256.87</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>57.19</td>\n",
       "      <td>4877.10</td>\n",
       "      <td>12.41</td>\n",
       "      <td>2.25</td>\n",
       "      <td>60643.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601700</th>\n",
       "      <td>风范股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>40.23</td>\n",
       "      <td>11.33</td>\n",
       "      <td>11.33</td>\n",
       "      <td>458216.19</td>\n",
       "      <td>293546.72</td>\n",
       "      <td>40695.48</td>\n",
       "      <td>122509.51</td>\n",
       "      <td>...</td>\n",
       "      <td>2.66</td>\n",
       "      <td>2.79</td>\n",
       "      <td>20110118</td>\n",
       "      <td>41645.55</td>\n",
       "      <td>0.37</td>\n",
       "      <td>-21.90</td>\n",
       "      <td>-9.97</td>\n",
       "      <td>19.78</td>\n",
       "      <td>8.98</td>\n",
       "      <td>71668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002769</th>\n",
       "      <td>普路通</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>深圳</td>\n",
       "      <td>38.94</td>\n",
       "      <td>1.90</td>\n",
       "      <td>3.77</td>\n",
       "      <td>981181.38</td>\n",
       "      <td>950731.13</td>\n",
       "      <td>729.45</td>\n",
       "      <td>28897.16</td>\n",
       "      <td>...</td>\n",
       "      <td>3.54</td>\n",
       "      <td>5.84</td>\n",
       "      <td>20150629</td>\n",
       "      <td>64253.66</td>\n",
       "      <td>1.71</td>\n",
       "      <td>55.42</td>\n",
       "      <td>-4.32</td>\n",
       "      <td>6.76</td>\n",
       "      <td>3.75</td>\n",
       "      <td>34063.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300681</th>\n",
       "      <td>英搏尔</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>56.69</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.76</td>\n",
       "      <td>82386.78</td>\n",
       "      <td>65557.82</td>\n",
       "      <td>11986.65</td>\n",
       "      <td>36092.40</td>\n",
       "      <td>...</td>\n",
       "      <td>8.50</td>\n",
       "      <td>6.28</td>\n",
       "      <td>20170725</td>\n",
       "      <td>15950.92</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.60</td>\n",
       "      <td>15.96</td>\n",
       "      <td>7219.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600634</th>\n",
       "      <td>富控互动</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.43</td>\n",
       "      <td>5.76</td>\n",
       "      <td>5.76</td>\n",
       "      <td>654017.44</td>\n",
       "      <td>366004.97</td>\n",
       "      <td>2749.05</td>\n",
       "      <td>193459.88</td>\n",
       "      <td>...</td>\n",
       "      <td>5.15</td>\n",
       "      <td>3.06</td>\n",
       "      <td>19930304</td>\n",
       "      <td>39187.15</td>\n",
       "      <td>0.68</td>\n",
       "      <td>-72.23</td>\n",
       "      <td>62.32</td>\n",
       "      <td>81.69</td>\n",
       "      <td>10.87</td>\n",
       "      <td>37100.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000629</th>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>普钢</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.67</td>\n",
       "      <td>85.90</td>\n",
       "      <td>999802.19</td>\n",
       "      <td>379422.75</td>\n",
       "      <td>442935.09</td>\n",
       "      <td>552790.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19961115</td>\n",
       "      <td>-1146276.50</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-29.09</td>\n",
       "      <td>155.19</td>\n",
       "      <td>20.06</td>\n",
       "      <td>10.35</td>\n",
       "      <td>309056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000511</th>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>11.55</td>\n",
       "      <td>346274.91</td>\n",
       "      <td>312833.03</td>\n",
       "      <td>2405.45</td>\n",
       "      <td>29655.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19930518</td>\n",
       "      <td>-63425.48</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>43.62</td>\n",
       "      <td>-55.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-14.68</td>\n",
       "      <td>164822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600929</th>\n",
       "      <td>湖南盐业</td>\n",
       "      <td>食品</td>\n",
       "      <td>湖南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>310491.63</td>\n",
       "      <td>78859.31</td>\n",
       "      <td>139873.81</td>\n",
       "      <td>24281.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>71625.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>15.06</td>\n",
       "      <td>47.71</td>\n",
       "      <td>7.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600806</th>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.31</td>\n",
       "      <td>193646.66</td>\n",
       "      <td>121889.97</td>\n",
       "      <td>45542.53</td>\n",
       "      <td>1976.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19940103</td>\n",
       "      <td>-45091.93</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>21.07</td>\n",
       "      <td>-23.37</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-51.43</td>\n",
       "      <td>33099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600432</th>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>小金属</td>\n",
       "      <td>吉林</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>16.04</td>\n",
       "      <td>1373541.75</td>\n",
       "      <td>297409.28</td>\n",
       "      <td>768094.25</td>\n",
       "      <td>626871.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20030905</td>\n",
       "      <td>-549617.19</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>9.91</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>15.12</td>\n",
       "      <td>-42.86</td>\n",
       "      <td>70654.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300634</th>\n",
       "      <td>彩讯股份</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>100621.55</td>\n",
       "      <td>65063.45</td>\n",
       "      <td>1320.74</td>\n",
       "      <td>26752.97</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19710.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.46</td>\n",
       "      <td>44.54</td>\n",
       "      <td>48.01</td>\n",
       "      <td>21.36</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002930</th>\n",
       "      <td>宏川智慧</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>187270.80</td>\n",
       "      <td>13539.20</td>\n",
       "      <td>103894.40</td>\n",
       "      <td>60574.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>38270.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>10.33</td>\n",
       "      <td>56.59</td>\n",
       "      <td>25.41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000950</th>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>重庆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1562395.13</td>\n",
       "      <td>1296451.63</td>\n",
       "      <td>48986.46</td>\n",
       "      <td>259775.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19990916</td>\n",
       "      <td>193228.36</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>758.44</td>\n",
       "      <td>9.07</td>\n",
       "      <td>5.20</td>\n",
       "      <td>30624.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3502 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area       pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                     \n",
       "000890  法 尔 胜      钢加工   江苏   107.62         3.80    3.80   1113305.25   \n",
       "002472   双环传动     机械基件   浙江    28.50         5.44    6.84    574330.94   \n",
       "002666   德联集团     化工原料   广东    44.57         4.44    7.54    337337.06   \n",
       "000151   中成股份     商贸代理   北京    41.11         2.67    2.96    230761.38   \n",
       "002651   利君股份     专用机械   四川    75.73         3.78   10.03    244765.77   \n",
       "600213   亚星客车     汽车整车   江苏    67.11         2.20    2.20    485918.00   \n",
       "600804    鹏博士     电信运营   四川    26.86        14.32   14.32   2346922.50   \n",
       "002069    獐子岛       渔业   辽宁    34.67         6.87    7.11    462153.44   \n",
       "000530   大冷股份     机械基件   辽宁    27.65         5.93    8.56    554875.88   \n",
       "603778   乾景园林     建筑施工   北京    78.88         2.26    5.00    163372.88   \n",
       "000810   创维数字     家用电器   四川   124.47         9.90   10.71    721120.56   \n",
       "002877   智能自控     电器仪表   江苏    79.20         0.31    1.22     82386.47   \n",
       "000948   南天信息     软件服务   云南     0.00         2.46    2.47    270060.22   \n",
       "300300   汉鼎宇佑     软件服务   浙江   170.53         2.73    4.59    335846.31   \n",
       "002927   泰永长征     电气设备   贵州    91.61         0.23    0.94     43605.35   \n",
       "603506   南都物业     房产服务   浙江    46.49         0.20    0.79     72642.00   \n",
       "300534   陇神戎发      中成药   甘肃   172.75         1.89    3.03     78058.93   \n",
       "300490   华自科技     电气设备   湖南    91.31         0.91    2.29     95275.47   \n",
       "300104    乐视网      互联网   北京     0.00        30.43   39.89   3228806.25   \n",
       "300099   精准信息     电器仪表   山东   160.69         3.92    6.69    175597.95   \n",
       "000957   中通客车     汽车整车   山东    38.92         4.77    5.93   1080451.13   \n",
       "300678   中科信息     软件服务   四川   390.83         0.25    1.00     66166.78   \n",
       "603712    七一二     通信设备   天津   140.96         1.00    7.72    348015.50   \n",
       "300647    超频三      元器件   深圳    71.80         0.30    1.23     83115.93   \n",
       "002790    瑞尔特     家居用品   福建    26.77         0.40    1.60    157992.94   \n",
       "601500   通用股份     汽车配件   江苏    44.69         1.75    7.27    389710.97   \n",
       "002189   利达光电      元器件   河南   163.48         1.99    1.99     91798.42   \n",
       "600523   贵航股份     汽车配件   贵州    30.90         2.89    2.89    350165.19   \n",
       "002606   大连电瓷     电气设备   辽宁    50.90         4.02    4.07    150050.69   \n",
       "600962   国投中鲁      软饮料   北京  7165.45         2.54    2.62    154691.19   \n",
       "...       ...      ...  ...      ...          ...     ...          ...   \n",
       "603083   剑桥科技     通信设备   上海    66.26         0.24    0.98    184472.72   \n",
       "300644   南京聚隆       塑料   江苏    56.93         0.16    0.64     82547.78   \n",
       "002863   今飞凯达     汽车配件   浙江    75.52         0.56    2.22    361379.13   \n",
       "300277    海联讯     软件服务   深圳     0.00         3.34    3.35     62416.96   \n",
       "300344   太空板业     其他建材   北京     0.00         1.93    3.38    141963.77   \n",
       "002903   宇环数控     机床制造   湖南    45.36         0.25    1.00     46765.40   \n",
       "002928   华夏航空       空运   贵州    46.93         0.41    4.00    548565.06   \n",
       "002907   华森制药     化学制药   重庆   115.74         0.40    4.00     70735.78   \n",
       "300413    快乐购       百货   湖南   217.26         2.06    4.01    227427.97   \n",
       "002916   深南电路      元器件   深圳    46.93         0.70    2.80    594001.94   \n",
       "300462   华铭智能     专用机械   上海   100.90         0.56    1.38     81888.28   \n",
       "603058   永吉股份     广告包装   贵州    94.54         2.28    4.24     88269.03   \n",
       "002883   中设股份     建筑施工   江苏    61.49         0.13    0.53     42931.45   \n",
       "600238   海南椰岛     红黄药酒   海南   742.17         4.45    4.48    174418.52   \n",
       "600207   安彩高科      元器件   河南   888.96         6.90    8.63    232798.72   \n",
       "002208   合肥城建     区域地产   安徽   135.02         3.19    3.20   1160278.00   \n",
       "002077   大港股份     区域地产   江苏   459.81         3.74    5.80    706070.38   \n",
       "600728   佳都科技     软件服务   广东   237.07        13.79   16.17    559082.38   \n",
       "601700   风范股份     电气设备   江苏    40.23        11.33   11.33    458216.19   \n",
       "002769    普路通     仓储物流   深圳    38.94         1.90    3.77    981181.38   \n",
       "300681    英搏尔      元器件   广东    56.69         0.19    0.76     82386.78   \n",
       "600634   富控互动      互联网   上海   100.43         5.76    5.76    654017.44   \n",
       "000629  *ST钒钛       普钢   四川     0.00        47.67   85.90    999802.19   \n",
       "000511  *ST烯碳     矿物制品   辽宁     0.00        11.55   11.55    346274.91   \n",
       "600929   湖南盐业       食品   湖南     0.00         0.00    0.00    310491.63   \n",
       "600806  *ST昆机     机床制造   云南     0.00         3.90    5.31    193646.66   \n",
       "600432  *ST吉恩      小金属   吉林     0.00        16.04   16.04   1373541.75   \n",
       "300634   彩讯股份     软件服务   深圳     0.00         0.00    0.00    100621.55   \n",
       "002930   宏川智慧     仓储物流   广东     0.00         0.00    0.00    187270.80   \n",
       "000950  *ST建峰     农药化肥   重庆     0.00         5.99   17.28   1562395.13   \n",
       "\n",
       "        liquidAssets  fixedAssets   reserved    ...     bvps     pb  \\\n",
       "code                                            ...                   \n",
       "000890     780657.19     25345.75    1377.54    ...     2.26   3.14   \n",
       "002472     275411.78    160774.52  145674.42    ...     4.50   2.24   \n",
       "002666     226783.72     49568.25   98210.15    ...     3.80   1.84   \n",
       "000151     188807.98      6801.99   44202.68    ...     3.29   3.70   \n",
       "002651     180324.13     20735.05   33509.53    ...     1.92   3.94   \n",
       "600213     454487.75     23624.40   34209.40    ...     0.71  14.12   \n",
       "600804     705970.38   1121134.50  233035.38    ...     4.84   3.13   \n",
       "002069     303211.06    104924.01   97797.11    ...     0.56   9.02   \n",
       "000530     224933.55     74993.71   76119.02    ...     3.96   1.58   \n",
       "603778     160503.88       993.25    2313.55    ...     1.92   3.65   \n",
       "000810     604135.94     69099.56   40258.73    ...     2.45   3.09   \n",
       "002877      64636.50      5666.33   22719.17    ...     4.79   6.45   \n",
       "000948     186908.16     23559.42   80772.31    ...     5.61   2.13   \n",
       "300300     180072.00     19059.36  137765.06    ...     4.83   4.51   \n",
       "002927      35037.03         0.00       0.00    ...     4.85  11.38   \n",
       "603506          0.00         0.00       0.00    ...     4.35   9.07   \n",
       "300534      25093.23     34506.76   23148.81    ...     2.35   4.17   \n",
       "300490      59965.38     11950.71   23825.85    ...     3.14   4.34   \n",
       "300104    1410543.63    104074.28  820496.19    ...     3.13   1.97   \n",
       "300099      83756.36     20587.15   74912.71    ...     2.44   3.06   \n",
       "000957     906956.63    114746.15   47752.87    ...     4.58   2.33   \n",
       "300678      52995.73      1981.14   25884.55    ...     5.23  12.16   \n",
       "603712     277392.63     57633.35   63780.73    ...     2.29   8.18   \n",
       "300647      42642.17     25424.42   25124.00    ...     4.30   5.07   \n",
       "002790     114326.46     40017.01   66656.49    ...     8.85   3.06   \n",
       "601500     208154.38    131319.77   74228.81    ...     3.52   2.50   \n",
       "002189      53013.69     32434.03   18514.51    ...     2.78   6.41   \n",
       "600523     236277.34     61312.90   93595.95    ...     7.49   2.18   \n",
       "002606      92202.61     38864.96   12314.42    ...     2.26   4.39   \n",
       "600962      85564.21     56001.75   52681.81    ...     3.12   3.08   \n",
       "...              ...          ...        ...    ...      ...    ...   \n",
       "603083     123587.26     42335.89   27968.40    ...     9.91   5.02   \n",
       "300644      60597.23     18706.01    7448.47    ...     8.83   5.69   \n",
       "002863     189711.97    126543.10   29541.88    ...     4.00   4.55   \n",
       "300277      56641.16      3643.01    8288.05    ...     1.39   7.91   \n",
       "300344      54421.69     28696.60   23861.07    ...     1.90   5.80   \n",
       "002903      35099.05      5475.37    4677.06    ...     4.38   9.30   \n",
       "002928     172783.70    292229.34   23364.48    ...     3.19  13.75   \n",
       "002907      40050.03     13501.01      36.72    ...     1.54  23.23   \n",
       "300413     199518.45     11563.87   67782.49    ...     4.19   9.39   \n",
       "002916     255038.63    281201.25   92537.00    ...     8.53   8.88   \n",
       "300462      73881.32      1230.28   19802.05    ...     4.27   5.97   \n",
       "603058      42376.26     23044.42   13164.51    ...     1.94   8.90   \n",
       "002883      38665.80      1968.18   20463.71    ...     7.13   7.41   \n",
       "600238     139633.19     22147.02   12748.60    ...     1.94   3.92   \n",
       "600207     109059.70     71565.28  288135.69    ...     2.21   4.24   \n",
       "002208    1148314.00      6756.07   29001.14    ...     5.10   2.43   \n",
       "002077     340671.66     67091.93  281856.31    ...     6.62   1.56   \n",
       "600728     446256.31      6508.06  142833.23    ...     1.88   5.57   \n",
       "601700     293546.72     40695.48  122509.51    ...     2.66   2.79   \n",
       "002769     950731.13       729.45   28897.16    ...     3.54   5.84   \n",
       "300681      65557.82     11986.65   36092.40    ...     8.50   6.28   \n",
       "600634     366004.97      2749.05  193459.88    ...     5.15   3.06   \n",
       "000629     379422.75    442935.09  552790.38    ...     0.48   0.00   \n",
       "000511     312833.03      2405.45   29655.31    ...     0.87   0.00   \n",
       "600929      78859.31    139873.81   24281.50    ...     0.00   0.00   \n",
       "600806     121889.97     45542.53    1976.50    ...     0.41   0.00   \n",
       "600432     297409.28    768094.25  626871.94    ...     0.88   0.00   \n",
       "300634      65063.45      1320.74   26752.97    ...     0.00   0.00   \n",
       "002930      13539.20    103894.40   60574.51    ...     0.00   0.00   \n",
       "000950    1296451.63     48986.46  259775.59    ...     3.80   0.00   \n",
       "\n",
       "        timeToMarket        undp  perundp    rev   profit    gpr    npr  \\\n",
       "code                                                                      \n",
       "000890      19990119    28646.09     0.75   9.90   -86.18  11.66   1.09   \n",
       "002472      20100910    91954.49     1.35  52.31    35.25  23.26   9.85   \n",
       "002666      20120327   102695.81     1.36  26.05   -21.02  16.59   4.58   \n",
       "000151      20000906     9714.25     0.33  75.97   -13.01  13.48   4.15   \n",
       "002651      20120106    36244.12     0.36  10.85    16.22  42.33  21.76   \n",
       "600213      19990831   -45327.32    -2.06 -24.47   -43.38  16.84   1.83   \n",
       "600804      19940103   287964.59     2.01  -4.91    -0.14  53.72   9.61   \n",
       "002069      20060928   -77662.52    -1.09   6.55   144.02  17.67   3.34   \n",
       "000530      19931208    70696.96     0.83  10.49     6.30  19.33   9.93   \n",
       "603778      20151231    39647.64     0.79  -2.90   -32.97  23.82  10.89   \n",
       "000810      19980602   132492.77     1.24  20.98   -85.90  13.76   0.95   \n",
       "002877      20170605    20218.09     1.65  12.35     4.16  40.65  15.50   \n",
       "000948      19991014    25366.70     1.03   7.10    -2.61  22.59  -3.72   \n",
       "300300      20120319    34513.55     0.75 -20.06    -4.26  29.56  13.50   \n",
       "002927      20180223        0.00     0.00   0.00     0.00   0.00  18.51   \n",
       "603506      20180201        0.00     0.00   0.00     0.00   0.00   8.71   \n",
       "300534      20160913    14831.75     0.49   2.30   -65.68  32.08   6.67   \n",
       "300490      20151231    17474.20     0.76   1.29    -7.52  39.56   7.49   \n",
       "300104      20100812     -189.08     0.00 -63.67  -435.02 -16.19 -27.10   \n",
       "300099      20100806    16487.59     0.25  83.75   599.78  56.34  14.59   \n",
       "000957      20000113   141934.05     2.39 -22.68   -73.22  14.45   2.71   \n",
       "300678      20170728    10997.00     1.10   0.00     0.00  33.38   9.75   \n",
       "603712      20180226    20558.85     0.27   0.00     0.00  49.57   8.39   \n",
       "300647      20170503    13382.12     1.09   0.00     0.00  35.52  11.45   \n",
       "002790      20160308    52054.10     3.25  11.84    -0.35  33.67  18.13   \n",
       "601500      20160919    94617.17     1.30  14.70   -18.82  14.99   3.91   \n",
       "002189      20071203    14644.25     0.74  10.74    25.59  16.17   2.38   \n",
       "600523      20011227    72851.90     2.52   0.49    11.19  21.23   4.79   \n",
       "002606      20110805    32785.09     0.80   5.61    -8.99  37.54  10.67   \n",
       "600962      20040622    -1014.15    -0.04  -3.36   -92.52  23.22   0.04   \n",
       "...              ...         ...      ...    ...      ...    ...    ...   \n",
       "603083      20171110    34414.28     3.52   0.00     0.00  15.45   2.98   \n",
       "300644      20180206    25969.65     4.06  13.33   -28.26  17.55   5.51   \n",
       "002863      20170418    33382.00     1.51   0.00     0.00  16.62   2.34   \n",
       "300277      20111123     2956.40     0.09  28.20    79.86  16.95  -3.13   \n",
       "300344      20120801     4017.26     0.12  54.43  -203.24  40.20  -2.40   \n",
       "002903      20171013    17691.53     1.77   0.00     0.00  48.77  33.79   \n",
       "002928      20180302    49540.18     1.24  35.17     8.23  21.53  10.85   \n",
       "002907      20171020    17636.82     0.44   0.00     0.00  67.17  21.04   \n",
       "300413      20150121    51775.10     1.29  -7.32     9.03  22.72   2.43   \n",
       "002916      20171213    59876.44     2.14   0.00     0.00  22.21   8.04   \n",
       "300462      20150527    20509.80     1.49  11.81   -33.06  33.77  15.93   \n",
       "603058      20161223    20059.55     0.47  -0.94   -13.59  35.62  26.19   \n",
       "002883      20170620    10092.40     1.89   0.00     0.00  48.81  20.65   \n",
       "600238      20000120    16944.24     0.38  61.36   105.30  27.46   0.50   \n",
       "600207      19990714  -223097.55    -2.59   6.01    -4.87  12.07   0.46   \n",
       "002208      20080128    74377.09     2.32 -18.72   -66.96  26.76   1.64   \n",
       "002077      20061116    33101.57     0.57 -10.80   -51.91  24.55   1.03   \n",
       "600728      19960716    -1256.87    -0.01  57.19  4877.10  12.41   2.25   \n",
       "601700      20110118    41645.55     0.37 -21.90    -9.97  19.78   8.98   \n",
       "002769      20150629    64253.66     1.71  55.42    -4.32   6.76   3.75   \n",
       "300681      20170725    15950.92     2.11   0.00     0.00  31.60  15.96   \n",
       "600634      19930304    39187.15     0.68 -72.23    62.32  81.69  10.87   \n",
       "000629      19961115 -1146276.50    -1.33 -29.09   155.19  20.06  10.35   \n",
       "000511      19930518   -63425.48    -0.55  43.62   -55.46   0.22 -14.68   \n",
       "600929             0    71625.13     0.00   1.30    15.06  47.71   7.24   \n",
       "600806      19940103   -45091.93    -0.85  21.07   -23.37   3.60 -51.43   \n",
       "600432      20030905  -549617.19    -3.43   9.91   -56.24  15.12 -42.86   \n",
       "300634             0    19710.35     0.00  33.46    44.54  48.01  21.36   \n",
       "002930             0    38270.21     0.00  -0.74    10.33  56.59  25.41   \n",
       "000950      19990916   193228.36     1.12   1.16   758.44   9.07   5.20   \n",
       "\n",
       "         holders  \n",
       "code              \n",
       "000890   38170.0  \n",
       "002472   22732.0  \n",
       "002666   36579.0  \n",
       "000151   37069.0  \n",
       "002651   49969.0  \n",
       "600213   26421.0  \n",
       "600804   74018.0  \n",
       "002069   42253.0  \n",
       "000530   37121.0  \n",
       "603778   35005.0  \n",
       "000810   37825.0  \n",
       "002877   16200.0  \n",
       "000948   36041.0  \n",
       "300300   17227.0  \n",
       "002927   48823.0  \n",
       "603506   18531.0  \n",
       "300534   24114.0  \n",
       "300490   17168.0  \n",
       "300104  185875.0  \n",
       "300099   30851.0  \n",
       "000957   71560.0  \n",
       "300678   20478.0  \n",
       "603712   88473.0  \n",
       "300647   16598.0  \n",
       "002790   17514.0  \n",
       "601500   71583.0  \n",
       "002189   32488.0  \n",
       "600523   23157.0  \n",
       "002606   52765.0  \n",
       "600962   16800.0  \n",
       "...          ...  \n",
       "603083   17000.0  \n",
       "300644   31946.0  \n",
       "002863   29141.0  \n",
       "300277   12806.0  \n",
       "300344   39634.0  \n",
       "002903   51373.0  \n",
       "002928   78828.0  \n",
       "002907   78250.0  \n",
       "300413   22780.0  \n",
       "002916  132188.0  \n",
       "300462   11125.0  \n",
       "603058    7269.0  \n",
       "002883    9250.0  \n",
       "600238   29905.0  \n",
       "600207   43800.0  \n",
       "002208   34015.0  \n",
       "002077   18687.0  \n",
       "600728   60643.0  \n",
       "601700   71668.0  \n",
       "002769   34063.0  \n",
       "300681    7219.0  \n",
       "600634   37100.0  \n",
       "000629  309056.0  \n",
       "000511  164822.0  \n",
       "600929       0.0  \n",
       "600806   33099.0  \n",
       "600432   70654.0  \n",
       "300634       0.0  \n",
       "002930       0.0  \n",
       "000950   30624.0  \n",
       "\n",
       "[3502 rows x 22 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.reindex()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
       "      <th>reserved</th>\n",
       "      <th>...</th>\n",
       "      <th>bvps</th>\n",
       "      <th>pb</th>\n",
       "      <th>timeToMarket</th>\n",
       "      <th>undp</th>\n",
       "      <th>perundp</th>\n",
       "      <th>rev</th>\n",
       "      <th>profit</th>\n",
       "      <th>gpr</th>\n",
       "      <th>npr</th>\n",
       "      <th>holders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>002877</th>\n",
       "      <td>智能自控</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>江苏</td>\n",
       "      <td>79.20</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.22</td>\n",
       "      <td>82386.47</td>\n",
       "      <td>64636.50</td>\n",
       "      <td>5666.33</td>\n",
       "      <td>22719.17</td>\n",
       "      <td>...</td>\n",
       "      <td>4.79</td>\n",
       "      <td>6.45</td>\n",
       "      <td>20170605</td>\n",
       "      <td>20218.09</td>\n",
       "      <td>1.65</td>\n",
       "      <td>12.35</td>\n",
       "      <td>4.16</td>\n",
       "      <td>40.65</td>\n",
       "      <td>15.50</td>\n",
       "      <td>16200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300678</th>\n",
       "      <td>中科信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>四川</td>\n",
       "      <td>390.83</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>66166.78</td>\n",
       "      <td>52995.73</td>\n",
       "      <td>1981.14</td>\n",
       "      <td>25884.55</td>\n",
       "      <td>...</td>\n",
       "      <td>5.23</td>\n",
       "      <td>12.16</td>\n",
       "      <td>20170728</td>\n",
       "      <td>10997.00</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.38</td>\n",
       "      <td>9.75</td>\n",
       "      <td>20478.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300647</th>\n",
       "      <td>超频三</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>71.80</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.23</td>\n",
       "      <td>83115.93</td>\n",
       "      <td>42642.17</td>\n",
       "      <td>25424.42</td>\n",
       "      <td>25124.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.30</td>\n",
       "      <td>5.07</td>\n",
       "      <td>20170503</td>\n",
       "      <td>13382.12</td>\n",
       "      <td>1.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.52</td>\n",
       "      <td>11.45</td>\n",
       "      <td>16598.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601366</th>\n",
       "      <td>利群股份</td>\n",
       "      <td>百货</td>\n",
       "      <td>山东</td>\n",
       "      <td>27.80</td>\n",
       "      <td>1.76</td>\n",
       "      <td>8.61</td>\n",
       "      <td>803135.00</td>\n",
       "      <td>330731.00</td>\n",
       "      <td>291442.31</td>\n",
       "      <td>176267.38</td>\n",
       "      <td>...</td>\n",
       "      <td>5.13</td>\n",
       "      <td>2.30</td>\n",
       "      <td>20170412</td>\n",
       "      <td>149984.42</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.36</td>\n",
       "      <td>3.53</td>\n",
       "      <td>66455.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300631</th>\n",
       "      <td>久吾高科</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>江苏</td>\n",
       "      <td>78.88</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.03</td>\n",
       "      <td>74781.38</td>\n",
       "      <td>60034.55</td>\n",
       "      <td>11360.82</td>\n",
       "      <td>14187.50</td>\n",
       "      <td>...</td>\n",
       "      <td>5.47</td>\n",
       "      <td>4.81</td>\n",
       "      <td>20170323</td>\n",
       "      <td>29292.75</td>\n",
       "      <td>2.85</td>\n",
       "      <td>14.67</td>\n",
       "      <td>-13.99</td>\n",
       "      <td>40.83</td>\n",
       "      <td>13.86</td>\n",
       "      <td>12947.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002892</th>\n",
       "      <td>科力尔</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>湖南</td>\n",
       "      <td>46.82</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.84</td>\n",
       "      <td>67042.00</td>\n",
       "      <td>49512.68</td>\n",
       "      <td>15872.62</td>\n",
       "      <td>35643.10</td>\n",
       "      <td>...</td>\n",
       "      <td>6.64</td>\n",
       "      <td>6.00</td>\n",
       "      <td>20170817</td>\n",
       "      <td>10611.71</td>\n",
       "      <td>1.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.11</td>\n",
       "      <td>12.35</td>\n",
       "      <td>17150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300620</th>\n",
       "      <td>光库科技</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>59.10</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.88</td>\n",
       "      <td>52511.70</td>\n",
       "      <td>45596.14</td>\n",
       "      <td>1682.11</td>\n",
       "      <td>25831.32</td>\n",
       "      <td>...</td>\n",
       "      <td>5.21</td>\n",
       "      <td>7.22</td>\n",
       "      <td>20170310</td>\n",
       "      <td>10337.69</td>\n",
       "      <td>1.17</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.84</td>\n",
       "      <td>25.74</td>\n",
       "      <td>13827.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300677</th>\n",
       "      <td>英科医疗</td>\n",
       "      <td>医疗保健</td>\n",
       "      <td>山东</td>\n",
       "      <td>52.20</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>165823.69</td>\n",
       "      <td>85487.75</td>\n",
       "      <td>63891.05</td>\n",
       "      <td>70667.90</td>\n",
       "      <td>...</td>\n",
       "      <td>11.07</td>\n",
       "      <td>6.96</td>\n",
       "      <td>20170721</td>\n",
       "      <td>29952.25</td>\n",
       "      <td>3.05</td>\n",
       "      <td>47.96</td>\n",
       "      <td>68.61</td>\n",
       "      <td>24.92</td>\n",
       "      <td>8.29</td>\n",
       "      <td>11500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603557</th>\n",
       "      <td>起步股份</td>\n",
       "      <td>服饰</td>\n",
       "      <td>浙江</td>\n",
       "      <td>43.11</td>\n",
       "      <td>0.47</td>\n",
       "      <td>4.70</td>\n",
       "      <td>171040.88</td>\n",
       "      <td>128879.05</td>\n",
       "      <td>38515.93</td>\n",
       "      <td>53821.25</td>\n",
       "      <td>...</td>\n",
       "      <td>2.86</td>\n",
       "      <td>6.00</td>\n",
       "      <td>20170818</td>\n",
       "      <td>32333.97</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.66</td>\n",
       "      <td>15.64</td>\n",
       "      <td>29401.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601858</th>\n",
       "      <td>中国科传</td>\n",
       "      <td>出版业</td>\n",
       "      <td>北京</td>\n",
       "      <td>38.49</td>\n",
       "      <td>1.31</td>\n",
       "      <td>7.91</td>\n",
       "      <td>410007.59</td>\n",
       "      <td>358757.44</td>\n",
       "      <td>22261.52</td>\n",
       "      <td>78380.56</td>\n",
       "      <td>...</td>\n",
       "      <td>3.83</td>\n",
       "      <td>2.64</td>\n",
       "      <td>20170118</td>\n",
       "      <td>134077.77</td>\n",
       "      <td>1.70</td>\n",
       "      <td>18.08</td>\n",
       "      <td>68.94</td>\n",
       "      <td>27.99</td>\n",
       "      <td>12.16</td>\n",
       "      <td>47316.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002850</th>\n",
       "      <td>科达利</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>35.96</td>\n",
       "      <td>0.62</td>\n",
       "      <td>1.40</td>\n",
       "      <td>311385.94</td>\n",
       "      <td>189401.44</td>\n",
       "      <td>60337.82</td>\n",
       "      <td>142198.91</td>\n",
       "      <td>...</td>\n",
       "      <td>16.15</td>\n",
       "      <td>3.56</td>\n",
       "      <td>20170302</td>\n",
       "      <td>65148.36</td>\n",
       "      <td>4.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.36</td>\n",
       "      <td>14.05</td>\n",
       "      <td>21658.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603637</th>\n",
       "      <td>镇海股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>浙江</td>\n",
       "      <td>60.13</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.33</td>\n",
       "      <td>86330.46</td>\n",
       "      <td>76018.32</td>\n",
       "      <td>5968.18</td>\n",
       "      <td>28509.34</td>\n",
       "      <td>...</td>\n",
       "      <td>5.33</td>\n",
       "      <td>3.91</td>\n",
       "      <td>20170208</td>\n",
       "      <td>20656.95</td>\n",
       "      <td>1.55</td>\n",
       "      <td>-37.75</td>\n",
       "      <td>-28.91</td>\n",
       "      <td>31.54</td>\n",
       "      <td>22.63</td>\n",
       "      <td>9897.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002879</th>\n",
       "      <td>长缆科技</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>湖南</td>\n",
       "      <td>42.65</td>\n",
       "      <td>0.35</td>\n",
       "      <td>1.38</td>\n",
       "      <td>165723.11</td>\n",
       "      <td>140471.88</td>\n",
       "      <td>18471.20</td>\n",
       "      <td>76383.56</td>\n",
       "      <td>...</td>\n",
       "      <td>9.92</td>\n",
       "      <td>3.85</td>\n",
       "      <td>20170707</td>\n",
       "      <td>41488.32</td>\n",
       "      <td>3.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56.40</td>\n",
       "      <td>20.62</td>\n",
       "      <td>21318.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300699</th>\n",
       "      <td>光威复材</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>山东</td>\n",
       "      <td>74.19</td>\n",
       "      <td>0.92</td>\n",
       "      <td>3.68</td>\n",
       "      <td>327059.41</td>\n",
       "      <td>227808.72</td>\n",
       "      <td>57491.68</td>\n",
       "      <td>159041.80</td>\n",
       "      <td>...</td>\n",
       "      <td>7.04</td>\n",
       "      <td>7.93</td>\n",
       "      <td>20170901</td>\n",
       "      <td>58167.71</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56.60</td>\n",
       "      <td>28.19</td>\n",
       "      <td>46356.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603096</th>\n",
       "      <td>新经典</td>\n",
       "      <td>出版业</td>\n",
       "      <td>天津</td>\n",
       "      <td>44.39</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.35</td>\n",
       "      <td>168006.69</td>\n",
       "      <td>161971.30</td>\n",
       "      <td>582.82</td>\n",
       "      <td>92305.61</td>\n",
       "      <td>...</td>\n",
       "      <td>10.87</td>\n",
       "      <td>7.17</td>\n",
       "      <td>20170425</td>\n",
       "      <td>39869.48</td>\n",
       "      <td>2.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.78</td>\n",
       "      <td>25.57</td>\n",
       "      <td>5077.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603578</th>\n",
       "      <td>三星新材</td>\n",
       "      <td>玻璃</td>\n",
       "      <td>浙江</td>\n",
       "      <td>60.50</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.88</td>\n",
       "      <td>54431.05</td>\n",
       "      <td>42819.85</td>\n",
       "      <td>8685.46</td>\n",
       "      <td>26175.89</td>\n",
       "      <td>...</td>\n",
       "      <td>5.50</td>\n",
       "      <td>7.13</td>\n",
       "      <td>20170306</td>\n",
       "      <td>11686.21</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.09</td>\n",
       "      <td>19.20</td>\n",
       "      <td>11319.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300693</th>\n",
       "      <td>盛弘股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>深圳</td>\n",
       "      <td>60.20</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.91</td>\n",
       "      <td>78534.15</td>\n",
       "      <td>76455.40</td>\n",
       "      <td>1210.45</td>\n",
       "      <td>35047.78</td>\n",
       "      <td>...</td>\n",
       "      <td>6.41</td>\n",
       "      <td>5.51</td>\n",
       "      <td>20170822</td>\n",
       "      <td>12563.21</td>\n",
       "      <td>1.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>50.40</td>\n",
       "      <td>11.96</td>\n",
       "      <td>13821.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603801</th>\n",
       "      <td>志邦股份</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>安徽</td>\n",
       "      <td>52.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>241683.09</td>\n",
       "      <td>168182.52</td>\n",
       "      <td>43917.60</td>\n",
       "      <td>94055.46</td>\n",
       "      <td>...</td>\n",
       "      <td>10.13</td>\n",
       "      <td>6.72</td>\n",
       "      <td>20170630</td>\n",
       "      <td>47356.95</td>\n",
       "      <td>2.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.05</td>\n",
       "      <td>10.42</td>\n",
       "      <td>12759.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002891</th>\n",
       "      <td>中宠股份</td>\n",
       "      <td>饲料</td>\n",
       "      <td>山东</td>\n",
       "      <td>46.48</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>100661.18</td>\n",
       "      <td>71017.93</td>\n",
       "      <td>16723.21</td>\n",
       "      <td>40538.34</td>\n",
       "      <td>...</td>\n",
       "      <td>8.31</td>\n",
       "      <td>4.43</td>\n",
       "      <td>20170821</td>\n",
       "      <td>16095.98</td>\n",
       "      <td>1.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.78</td>\n",
       "      <td>8.17</td>\n",
       "      <td>13259.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002853</th>\n",
       "      <td>皮阿诺</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>广东</td>\n",
       "      <td>49.40</td>\n",
       "      <td>0.53</td>\n",
       "      <td>1.55</td>\n",
       "      <td>126108.92</td>\n",
       "      <td>96820.03</td>\n",
       "      <td>15414.80</td>\n",
       "      <td>48838.14</td>\n",
       "      <td>...</td>\n",
       "      <td>5.26</td>\n",
       "      <td>5.63</td>\n",
       "      <td>20170310</td>\n",
       "      <td>23739.42</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.00</td>\n",
       "      <td>12.61</td>\n",
       "      <td>28539.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002896</th>\n",
       "      <td>中大力德</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>49.95</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>79916.28</td>\n",
       "      <td>51022.73</td>\n",
       "      <td>23524.10</td>\n",
       "      <td>32320.94</td>\n",
       "      <td>...</td>\n",
       "      <td>6.66</td>\n",
       "      <td>5.73</td>\n",
       "      <td>20170829</td>\n",
       "      <td>10740.30</td>\n",
       "      <td>1.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.16</td>\n",
       "      <td>12.69</td>\n",
       "      <td>12117.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603286</th>\n",
       "      <td>日盈电子</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>94.58</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.88</td>\n",
       "      <td>53838.32</td>\n",
       "      <td>28884.89</td>\n",
       "      <td>20318.96</td>\n",
       "      <td>19227.05</td>\n",
       "      <td>...</td>\n",
       "      <td>4.65</td>\n",
       "      <td>6.22</td>\n",
       "      <td>20170627</td>\n",
       "      <td>10942.75</td>\n",
       "      <td>1.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.99</td>\n",
       "      <td>9.44</td>\n",
       "      <td>8799.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300684</th>\n",
       "      <td>中石科技</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>北京</td>\n",
       "      <td>133.97</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>61019.13</td>\n",
       "      <td>33648.35</td>\n",
       "      <td>24754.74</td>\n",
       "      <td>12281.78</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>11.20</td>\n",
       "      <td>20171227</td>\n",
       "      <td>15325.42</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.84</td>\n",
       "      <td>10.49</td>\n",
       "      <td>45590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600939</th>\n",
       "      <td>重庆建工</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>重庆</td>\n",
       "      <td>50.37</td>\n",
       "      <td>4.10</td>\n",
       "      <td>18.15</td>\n",
       "      <td>6230849.50</td>\n",
       "      <td>4958040.50</td>\n",
       "      <td>126401.22</td>\n",
       "      <td>115030.02</td>\n",
       "      <td>...</td>\n",
       "      <td>2.74</td>\n",
       "      <td>2.51</td>\n",
       "      <td>20170221</td>\n",
       "      <td>167467.52</td>\n",
       "      <td>0.92</td>\n",
       "      <td>-1.78</td>\n",
       "      <td>-15.53</td>\n",
       "      <td>4.98</td>\n",
       "      <td>0.61</td>\n",
       "      <td>68796.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603933</th>\n",
       "      <td>睿能科技</td>\n",
       "      <td>纺织机械</td>\n",
       "      <td>福建</td>\n",
       "      <td>25.41</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.03</td>\n",
       "      <td>134505.25</td>\n",
       "      <td>125388.10</td>\n",
       "      <td>5752.93</td>\n",
       "      <td>49808.84</td>\n",
       "      <td>...</td>\n",
       "      <td>9.38</td>\n",
       "      <td>4.59</td>\n",
       "      <td>20170706</td>\n",
       "      <td>35435.14</td>\n",
       "      <td>3.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.67</td>\n",
       "      <td>8.74</td>\n",
       "      <td>12275.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603326</th>\n",
       "      <td>我乐家居</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>江苏</td>\n",
       "      <td>56.76</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.61</td>\n",
       "      <td>102061.71</td>\n",
       "      <td>60829.38</td>\n",
       "      <td>21479.10</td>\n",
       "      <td>40810.96</td>\n",
       "      <td>...</td>\n",
       "      <td>4.38</td>\n",
       "      <td>4.33</td>\n",
       "      <td>20170616</td>\n",
       "      <td>13480.70</td>\n",
       "      <td>0.84</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.09</td>\n",
       "      <td>6.84</td>\n",
       "      <td>12157.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300618</th>\n",
       "      <td>寒锐钴业</td>\n",
       "      <td>小金属</td>\n",
       "      <td>江苏</td>\n",
       "      <td>87.82</td>\n",
       "      <td>0.71</td>\n",
       "      <td>1.20</td>\n",
       "      <td>217386.63</td>\n",
       "      <td>186961.77</td>\n",
       "      <td>23365.28</td>\n",
       "      <td>43278.15</td>\n",
       "      <td>...</td>\n",
       "      <td>9.28</td>\n",
       "      <td>35.44</td>\n",
       "      <td>20170306</td>\n",
       "      <td>56197.96</td>\n",
       "      <td>4.68</td>\n",
       "      <td>97.16</td>\n",
       "      <td>575.04</td>\n",
       "      <td>48.90</td>\n",
       "      <td>30.68</td>\n",
       "      <td>20600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603648</th>\n",
       "      <td>畅联股份</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>46.01</td>\n",
       "      <td>0.92</td>\n",
       "      <td>3.69</td>\n",
       "      <td>181480.97</td>\n",
       "      <td>129244.95</td>\n",
       "      <td>28878.70</td>\n",
       "      <td>90418.13</td>\n",
       "      <td>...</td>\n",
       "      <td>4.14</td>\n",
       "      <td>4.82</td>\n",
       "      <td>20170913</td>\n",
       "      <td>20402.98</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.63</td>\n",
       "      <td>13.54</td>\n",
       "      <td>58370.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603039</th>\n",
       "      <td>泛微网络</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>上海</td>\n",
       "      <td>88.59</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.69</td>\n",
       "      <td>118677.47</td>\n",
       "      <td>103501.56</td>\n",
       "      <td>11833.41</td>\n",
       "      <td>27444.11</td>\n",
       "      <td>...</td>\n",
       "      <td>9.41</td>\n",
       "      <td>8.84</td>\n",
       "      <td>20170113</td>\n",
       "      <td>25790.03</td>\n",
       "      <td>3.72</td>\n",
       "      <td>52.97</td>\n",
       "      <td>30.30</td>\n",
       "      <td>94.97</td>\n",
       "      <td>10.88</td>\n",
       "      <td>6322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002865</th>\n",
       "      <td>钧达股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>海南</td>\n",
       "      <td>44.02</td>\n",
       "      <td>0.30</td>\n",
       "      <td>1.20</td>\n",
       "      <td>177734.63</td>\n",
       "      <td>112165.17</td>\n",
       "      <td>36585.46</td>\n",
       "      <td>36773.15</td>\n",
       "      <td>...</td>\n",
       "      <td>6.80</td>\n",
       "      <td>2.77</td>\n",
       "      <td>20170425</td>\n",
       "      <td>32043.66</td>\n",
       "      <td>2.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.03</td>\n",
       "      <td>5.08</td>\n",
       "      <td>17370.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300725</th>\n",
       "      <td>药石科技</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>112.18</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.73</td>\n",
       "      <td>36124.62</td>\n",
       "      <td>22444.40</td>\n",
       "      <td>8258.13</td>\n",
       "      <td>17407.75</td>\n",
       "      <td>...</td>\n",
       "      <td>6.75</td>\n",
       "      <td>15.91</td>\n",
       "      <td>20171110</td>\n",
       "      <td>6652.74</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>64.88</td>\n",
       "      <td>26.89</td>\n",
       "      <td>12410.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002913</th>\n",
       "      <td>奥士康</td>\n",
       "      <td>半导体</td>\n",
       "      <td>湖南</td>\n",
       "      <td>42.90</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.44</td>\n",
       "      <td>190226.63</td>\n",
       "      <td>104183.22</td>\n",
       "      <td>81802.18</td>\n",
       "      <td>36910.96</td>\n",
       "      <td>...</td>\n",
       "      <td>13.63</td>\n",
       "      <td>3.28</td>\n",
       "      <td>20171201</td>\n",
       "      <td>36008.44</td>\n",
       "      <td>2.50</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.97</td>\n",
       "      <td>9.18</td>\n",
       "      <td>30331.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603283</th>\n",
       "      <td>赛腾股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>江苏</td>\n",
       "      <td>44.03</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>87999.36</td>\n",
       "      <td>72952.13</td>\n",
       "      <td>7978.27</td>\n",
       "      <td>5622.12</td>\n",
       "      <td>...</td>\n",
       "      <td>3.12</td>\n",
       "      <td>9.80</td>\n",
       "      <td>20171225</td>\n",
       "      <td>17066.89</td>\n",
       "      <td>1.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.08</td>\n",
       "      <td>17.79</td>\n",
       "      <td>41762.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002867</th>\n",
       "      <td>周大生</td>\n",
       "      <td>服饰</td>\n",
       "      <td>深圳</td>\n",
       "      <td>27.73</td>\n",
       "      <td>0.77</td>\n",
       "      <td>4.78</td>\n",
       "      <td>398127.75</td>\n",
       "      <td>377068.34</td>\n",
       "      <td>2904.21</td>\n",
       "      <td>168157.56</td>\n",
       "      <td>...</td>\n",
       "      <td>6.71</td>\n",
       "      <td>4.80</td>\n",
       "      <td>20170427</td>\n",
       "      <td>88235.65</td>\n",
       "      <td>1.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.08</td>\n",
       "      <td>15.33</td>\n",
       "      <td>54389.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002878</th>\n",
       "      <td>元隆雅图</td>\n",
       "      <td>文教休闲</td>\n",
       "      <td>北京</td>\n",
       "      <td>49.09</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.77</td>\n",
       "      <td>64056.46</td>\n",
       "      <td>61544.55</td>\n",
       "      <td>2195.70</td>\n",
       "      <td>27841.66</td>\n",
       "      <td>...</td>\n",
       "      <td>6.76</td>\n",
       "      <td>6.51</td>\n",
       "      <td>20170606</td>\n",
       "      <td>12602.85</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.59</td>\n",
       "      <td>8.96</td>\n",
       "      <td>13000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300717</th>\n",
       "      <td>华信新材</td>\n",
       "      <td>塑料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>48.77</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.64</td>\n",
       "      <td>37774.01</td>\n",
       "      <td>18700.75</td>\n",
       "      <td>15577.76</td>\n",
       "      <td>9228.49</td>\n",
       "      <td>...</td>\n",
       "      <td>7.90</td>\n",
       "      <td>4.23</td>\n",
       "      <td>20171106</td>\n",
       "      <td>14208.00</td>\n",
       "      <td>2.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.36</td>\n",
       "      <td>17.12</td>\n",
       "      <td>32003.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603683</th>\n",
       "      <td>晶华新材</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>上海</td>\n",
       "      <td>64.20</td>\n",
       "      <td>0.32</td>\n",
       "      <td>1.27</td>\n",
       "      <td>88089.88</td>\n",
       "      <td>39970.21</td>\n",
       "      <td>15752.00</td>\n",
       "      <td>13909.86</td>\n",
       "      <td>...</td>\n",
       "      <td>5.28</td>\n",
       "      <td>4.04</td>\n",
       "      <td>20171020</td>\n",
       "      <td>25649.57</td>\n",
       "      <td>2.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.95</td>\n",
       "      <td>6.04</td>\n",
       "      <td>32784.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300639</th>\n",
       "      <td>凯普生物</td>\n",
       "      <td>医疗保健</td>\n",
       "      <td>广东</td>\n",
       "      <td>57.83</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.91</td>\n",
       "      <td>102456.88</td>\n",
       "      <td>66566.43</td>\n",
       "      <td>25423.01</td>\n",
       "      <td>52872.26</td>\n",
       "      <td>...</td>\n",
       "      <td>10.54</td>\n",
       "      <td>5.24</td>\n",
       "      <td>20170412</td>\n",
       "      <td>32618.90</td>\n",
       "      <td>3.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>84.76</td>\n",
       "      <td>19.41</td>\n",
       "      <td>16373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002917</th>\n",
       "      <td>金奥博</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>深圳</td>\n",
       "      <td>50.04</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.13</td>\n",
       "      <td>44838.18</td>\n",
       "      <td>38593.87</td>\n",
       "      <td>2051.57</td>\n",
       "      <td>8036.18</td>\n",
       "      <td>...</td>\n",
       "      <td>5.35</td>\n",
       "      <td>5.47</td>\n",
       "      <td>20171208</td>\n",
       "      <td>12435.57</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.30</td>\n",
       "      <td>16.46</td>\n",
       "      <td>19913.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002915</th>\n",
       "      <td>中欣氟材</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>86.73</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.12</td>\n",
       "      <td>48299.94</td>\n",
       "      <td>19818.90</td>\n",
       "      <td>24447.76</td>\n",
       "      <td>4363.41</td>\n",
       "      <td>...</td>\n",
       "      <td>3.54</td>\n",
       "      <td>10.18</td>\n",
       "      <td>20171205</td>\n",
       "      <td>14747.07</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.18</td>\n",
       "      <td>12.97</td>\n",
       "      <td>56771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603722</th>\n",
       "      <td>阿科力</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>51.80</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>46842.09</td>\n",
       "      <td>14853.99</td>\n",
       "      <td>11813.88</td>\n",
       "      <td>5405.39</td>\n",
       "      <td>...</td>\n",
       "      <td>4.57</td>\n",
       "      <td>7.08</td>\n",
       "      <td>20171025</td>\n",
       "      <td>16452.42</td>\n",
       "      <td>1.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.51</td>\n",
       "      <td>19.23</td>\n",
       "      <td>24007.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300645</th>\n",
       "      <td>正元智慧</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>969.34</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.67</td>\n",
       "      <td>79530.81</td>\n",
       "      <td>67775.71</td>\n",
       "      <td>681.71</td>\n",
       "      <td>27784.84</td>\n",
       "      <td>...</td>\n",
       "      <td>7.56</td>\n",
       "      <td>4.88</td>\n",
       "      <td>20170421</td>\n",
       "      <td>14387.37</td>\n",
       "      <td>2.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.86</td>\n",
       "      <td>0.83</td>\n",
       "      <td>3236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300666</th>\n",
       "      <td>江丰电子</td>\n",
       "      <td>元器件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>269.47</td>\n",
       "      <td>0.55</td>\n",
       "      <td>2.19</td>\n",
       "      <td>82415.53</td>\n",
       "      <td>39810.80</td>\n",
       "      <td>26977.44</td>\n",
       "      <td>18895.57</td>\n",
       "      <td>...</td>\n",
       "      <td>2.59</td>\n",
       "      <td>24.49</td>\n",
       "      <td>20170615</td>\n",
       "      <td>12228.53</td>\n",
       "      <td>0.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.25</td>\n",
       "      <td>9.92</td>\n",
       "      <td>31460.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300727</th>\n",
       "      <td>润禾材料</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>69.32</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>43196.92</td>\n",
       "      <td>25291.61</td>\n",
       "      <td>12968.00</td>\n",
       "      <td>10365.67</td>\n",
       "      <td>...</td>\n",
       "      <td>4.76</td>\n",
       "      <td>6.89</td>\n",
       "      <td>20171127</td>\n",
       "      <td>8362.07</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.56</td>\n",
       "      <td>10.75</td>\n",
       "      <td>50562.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603937</th>\n",
       "      <td>丽岛新材</td>\n",
       "      <td>铝</td>\n",
       "      <td>江苏</td>\n",
       "      <td>48.03</td>\n",
       "      <td>0.52</td>\n",
       "      <td>2.09</td>\n",
       "      <td>94653.20</td>\n",
       "      <td>79028.31</td>\n",
       "      <td>12314.50</td>\n",
       "      <td>18406.34</td>\n",
       "      <td>...</td>\n",
       "      <td>4.91</td>\n",
       "      <td>4.41</td>\n",
       "      <td>20171102</td>\n",
       "      <td>39431.76</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.13</td>\n",
       "      <td>7.92</td>\n",
       "      <td>52615.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002864</th>\n",
       "      <td>盘龙药业</td>\n",
       "      <td>中成药</td>\n",
       "      <td>陕西</td>\n",
       "      <td>58.57</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>54193.88</td>\n",
       "      <td>33766.15</td>\n",
       "      <td>10398.67</td>\n",
       "      <td>10890.53</td>\n",
       "      <td>...</td>\n",
       "      <td>8.34</td>\n",
       "      <td>3.58</td>\n",
       "      <td>20171116</td>\n",
       "      <td>17190.42</td>\n",
       "      <td>1.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69.51</td>\n",
       "      <td>12.11</td>\n",
       "      <td>19315.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300731</th>\n",
       "      <td>科创新源</td>\n",
       "      <td>橡胶</td>\n",
       "      <td>深圳</td>\n",
       "      <td>42.64</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>26369.38</td>\n",
       "      <td>23502.03</td>\n",
       "      <td>1737.75</td>\n",
       "      <td>9434.82</td>\n",
       "      <td>...</td>\n",
       "      <td>3.37</td>\n",
       "      <td>8.98</td>\n",
       "      <td>20171208</td>\n",
       "      <td>5390.14</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.54</td>\n",
       "      <td>25.94</td>\n",
       "      <td>45956.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300675</th>\n",
       "      <td>建科院</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1305.52</td>\n",
       "      <td>0.37</td>\n",
       "      <td>1.47</td>\n",
       "      <td>64670.91</td>\n",
       "      <td>40249.65</td>\n",
       "      <td>7192.55</td>\n",
       "      <td>12654.12</td>\n",
       "      <td>...</td>\n",
       "      <td>2.84</td>\n",
       "      <td>13.61</td>\n",
       "      <td>20170719</td>\n",
       "      <td>10327.90</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.02</td>\n",
       "      <td>1.52</td>\n",
       "      <td>24451.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603960</th>\n",
       "      <td>克来机电</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>上海</td>\n",
       "      <td>84.78</td>\n",
       "      <td>0.26</td>\n",
       "      <td>1.04</td>\n",
       "      <td>58133.20</td>\n",
       "      <td>43866.51</td>\n",
       "      <td>8915.46</td>\n",
       "      <td>18635.67</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>7.22</td>\n",
       "      <td>20170314</td>\n",
       "      <td>11280.20</td>\n",
       "      <td>1.08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.82</td>\n",
       "      <td>17.21</td>\n",
       "      <td>9857.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002908</th>\n",
       "      <td>德生科技</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>84.15</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.33</td>\n",
       "      <td>52750.28</td>\n",
       "      <td>49433.90</td>\n",
       "      <td>2143.80</td>\n",
       "      <td>18700.18</td>\n",
       "      <td>...</td>\n",
       "      <td>4.68</td>\n",
       "      <td>6.82</td>\n",
       "      <td>20171020</td>\n",
       "      <td>8933.80</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>44.71</td>\n",
       "      <td>14.67</td>\n",
       "      <td>24423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002922</th>\n",
       "      <td>伊戈尔</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>42.29</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.32</td>\n",
       "      <td>94519.70</td>\n",
       "      <td>58731.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>4.80</td>\n",
       "      <td>20171229</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.03</td>\n",
       "      <td>65639.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300650</th>\n",
       "      <td>太龙照明</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>福建</td>\n",
       "      <td>57.04</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.63</td>\n",
       "      <td>64533.63</td>\n",
       "      <td>50354.90</td>\n",
       "      <td>7497.22</td>\n",
       "      <td>21584.25</td>\n",
       "      <td>...</td>\n",
       "      <td>7.42</td>\n",
       "      <td>6.26</td>\n",
       "      <td>20170503</td>\n",
       "      <td>17104.73</td>\n",
       "      <td>2.71</td>\n",
       "      <td>23.67</td>\n",
       "      <td>23.73</td>\n",
       "      <td>37.97</td>\n",
       "      <td>15.23</td>\n",
       "      <td>6937.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300688</th>\n",
       "      <td>创业黑马</td>\n",
       "      <td>综合类</td>\n",
       "      <td>北京</td>\n",
       "      <td>139.54</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.68</td>\n",
       "      <td>41396.55</td>\n",
       "      <td>40351.37</td>\n",
       "      <td>380.64</td>\n",
       "      <td>21506.17</td>\n",
       "      <td>...</td>\n",
       "      <td>5.14</td>\n",
       "      <td>11.51</td>\n",
       "      <td>20170810</td>\n",
       "      <td>6212.93</td>\n",
       "      <td>0.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56.91</td>\n",
       "      <td>17.97</td>\n",
       "      <td>15720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603083</th>\n",
       "      <td>剑桥科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>66.26</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>184472.72</td>\n",
       "      <td>123587.26</td>\n",
       "      <td>42335.89</td>\n",
       "      <td>27968.40</td>\n",
       "      <td>...</td>\n",
       "      <td>9.91</td>\n",
       "      <td>5.02</td>\n",
       "      <td>20171110</td>\n",
       "      <td>34414.28</td>\n",
       "      <td>3.52</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.45</td>\n",
       "      <td>2.98</td>\n",
       "      <td>17000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002863</th>\n",
       "      <td>今飞凯达</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>75.52</td>\n",
       "      <td>0.56</td>\n",
       "      <td>2.22</td>\n",
       "      <td>361379.13</td>\n",
       "      <td>189711.97</td>\n",
       "      <td>126543.10</td>\n",
       "      <td>29541.88</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>4.55</td>\n",
       "      <td>20170418</td>\n",
       "      <td>33382.00</td>\n",
       "      <td>1.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.62</td>\n",
       "      <td>2.34</td>\n",
       "      <td>29141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002903</th>\n",
       "      <td>宇环数控</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>湖南</td>\n",
       "      <td>45.36</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>46765.40</td>\n",
       "      <td>35099.05</td>\n",
       "      <td>5475.37</td>\n",
       "      <td>4677.06</td>\n",
       "      <td>...</td>\n",
       "      <td>4.38</td>\n",
       "      <td>9.30</td>\n",
       "      <td>20171013</td>\n",
       "      <td>17691.53</td>\n",
       "      <td>1.77</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.77</td>\n",
       "      <td>33.79</td>\n",
       "      <td>51373.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002907</th>\n",
       "      <td>华森制药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>重庆</td>\n",
       "      <td>115.74</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>70735.78</td>\n",
       "      <td>40050.03</td>\n",
       "      <td>13501.01</td>\n",
       "      <td>36.72</td>\n",
       "      <td>...</td>\n",
       "      <td>1.54</td>\n",
       "      <td>23.23</td>\n",
       "      <td>20171020</td>\n",
       "      <td>17636.82</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.17</td>\n",
       "      <td>21.04</td>\n",
       "      <td>78250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002916</th>\n",
       "      <td>深南电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.80</td>\n",
       "      <td>594001.94</td>\n",
       "      <td>255038.63</td>\n",
       "      <td>281201.25</td>\n",
       "      <td>92537.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.53</td>\n",
       "      <td>8.88</td>\n",
       "      <td>20171213</td>\n",
       "      <td>59876.44</td>\n",
       "      <td>2.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.21</td>\n",
       "      <td>8.04</td>\n",
       "      <td>132188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002883</th>\n",
       "      <td>中设股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>61.49</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.53</td>\n",
       "      <td>42931.45</td>\n",
       "      <td>38665.80</td>\n",
       "      <td>1968.18</td>\n",
       "      <td>20463.71</td>\n",
       "      <td>...</td>\n",
       "      <td>7.13</td>\n",
       "      <td>7.41</td>\n",
       "      <td>20170620</td>\n",
       "      <td>10092.40</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.81</td>\n",
       "      <td>20.65</td>\n",
       "      <td>9250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300681</th>\n",
       "      <td>英搏尔</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>56.69</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.76</td>\n",
       "      <td>82386.78</td>\n",
       "      <td>65557.82</td>\n",
       "      <td>11986.65</td>\n",
       "      <td>36092.40</td>\n",
       "      <td>...</td>\n",
       "      <td>8.50</td>\n",
       "      <td>6.28</td>\n",
       "      <td>20170725</td>\n",
       "      <td>15950.92</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.60</td>\n",
       "      <td>15.96</td>\n",
       "      <td>7219.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>438 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        name industry area       pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                    \n",
       "002877  智能自控     电器仪表   江苏    79.20         0.31    1.22     82386.47   \n",
       "300678  中科信息     软件服务   四川   390.83         0.25    1.00     66166.78   \n",
       "300647   超频三      元器件   深圳    71.80         0.30    1.23     83115.93   \n",
       "601366  利群股份       百货   山东    27.80         1.76    8.61    803135.00   \n",
       "300631  久吾高科     环境保护   江苏    78.88         0.26    1.03     74781.38   \n",
       "002892   科力尔     电气设备   湖南    46.82         0.18    0.84     67042.00   \n",
       "300620  光库科技      元器件   广东    59.10         0.22    0.88     52511.70   \n",
       "300677  英科医疗     医疗保健   山东    52.20         0.24    0.98    165823.69   \n",
       "603557  起步股份       服饰   浙江    43.11         0.47    4.70    171040.88   \n",
       "601858  中国科传      出版业   北京    38.49         1.31    7.91    410007.59   \n",
       "002850   科达利     机械基件   深圳    35.96         0.62    1.40    311385.94   \n",
       "603637  镇海股份     建筑施工   浙江    60.13         0.33    1.33     86330.46   \n",
       "002879  长缆科技     电气设备   湖南    42.65         0.35    1.38    165723.11   \n",
       "300699  光威复材     化工原料   山东    74.19         0.92    3.68    327059.41   \n",
       "603096   新经典      出版业   天津    44.39         0.33    1.35    168006.69   \n",
       "603578  三星新材       玻璃   浙江    60.50         0.32    0.88     54431.05   \n",
       "300693  盛弘股份     电气设备   深圳    60.20         0.23    0.91     78534.15   \n",
       "603801  志邦股份     家居用品   安徽    52.74         0.40    1.60    241683.09   \n",
       "002891  中宠股份       饲料   山东    46.48         0.25    1.00    100661.18   \n",
       "002853   皮阿诺     家居用品   广东    49.40         0.53    1.55    126108.92   \n",
       "002896  中大力德     机械基件   浙江    49.95         0.20    0.80     79916.28   \n",
       "603286  日盈电子     汽车配件   江苏    94.58         0.22    0.88     53838.32   \n",
       "300684  中石科技     化工原料   北京   133.97         0.22    0.87     61019.13   \n",
       "600939  重庆建工     建筑施工   重庆    50.37         4.10   18.15   6230849.50   \n",
       "603933  睿能科技     纺织机械   福建    25.41         0.26    1.03    134505.25   \n",
       "603326  我乐家居     家居用品   江苏    56.76         0.40    1.61    102061.71   \n",
       "300618  寒锐钴业      小金属   江苏    87.82         0.71    1.20    217386.63   \n",
       "603648  畅联股份     仓储物流   上海    46.01         0.92    3.69    181480.97   \n",
       "603039  泛微网络     软件服务   上海    88.59         0.27    0.69    118677.47   \n",
       "002865  钧达股份     汽车配件   海南    44.02         0.30    1.20    177734.63   \n",
       "...      ...      ...  ...      ...          ...     ...          ...   \n",
       "300725  药石科技     化工原料   江苏   112.18         0.18    0.73     36124.62   \n",
       "002913   奥士康      半导体   湖南    42.90         0.36    1.44    190226.63   \n",
       "603283  赛腾股份     专用机械   江苏    44.03         0.40    1.60     87999.36   \n",
       "002867   周大生       服饰   深圳    27.73         0.77    4.78    398127.75   \n",
       "002878  元隆雅图     文教休闲   北京    49.09         0.19    0.77     64056.46   \n",
       "300717  华信新材       塑料   江苏    48.77         0.16    0.64     37774.01   \n",
       "603683  晶华新材     化工原料   上海    64.20         0.32    1.27     88089.88   \n",
       "300639  凯普生物     医疗保健   广东    57.83         0.22    0.91    102456.88   \n",
       "002917   金奥博     化工原料   深圳    50.04         0.28    1.13     44838.18   \n",
       "002915  中欣氟材     化工原料   浙江    86.73         0.28    1.12     48299.94   \n",
       "603722   阿科力     化工原料   江苏    51.80         0.22    0.87     46842.09   \n",
       "300645  正元智慧     软件服务   浙江   969.34         0.17    0.67     79530.81   \n",
       "300666  江丰电子      元器件   浙江   269.47         0.55    2.19     82415.53   \n",
       "300727  润禾材料     化工原料   浙江    69.32         0.24    0.98     43196.92   \n",
       "603937  丽岛新材        铝   江苏    48.03         0.52    2.09     94653.20   \n",
       "002864  盘龙药业      中成药   陕西    58.57         0.22    0.87     54193.88   \n",
       "300731  科创新源       橡胶   深圳    42.64         0.22    0.87     26369.38   \n",
       "300675   建科院     建筑施工   深圳  1305.52         0.37    1.47     64670.91   \n",
       "603960  克来机电     专用机械   上海    84.78         0.26    1.04     58133.20   \n",
       "002908  德生科技      元器件   广东    84.15         0.33    1.33     52750.28   \n",
       "002922   伊戈尔     电气设备   广东    42.29         0.33    1.32     94519.70   \n",
       "300650  太龙照明     电气设备   福建    57.04         0.16    0.63     64533.63   \n",
       "300688  创业黑马      综合类   北京   139.54         0.17    0.68     41396.55   \n",
       "603083  剑桥科技     通信设备   上海    66.26         0.24    0.98    184472.72   \n",
       "002863  今飞凯达     汽车配件   浙江    75.52         0.56    2.22    361379.13   \n",
       "002903  宇环数控     机床制造   湖南    45.36         0.25    1.00     46765.40   \n",
       "002907  华森制药     化学制药   重庆   115.74         0.40    4.00     70735.78   \n",
       "002916  深南电路      元器件   深圳    46.93         0.70    2.80    594001.94   \n",
       "002883  中设股份     建筑施工   江苏    61.49         0.13    0.53     42931.45   \n",
       "300681   英搏尔      元器件   广东    56.69         0.19    0.76     82386.78   \n",
       "\n",
       "        liquidAssets  fixedAssets   reserved    ...      bvps     pb  \\\n",
       "code                                            ...                    \n",
       "002877      64636.50      5666.33   22719.17    ...      4.79   6.45   \n",
       "300678      52995.73      1981.14   25884.55    ...      5.23  12.16   \n",
       "300647      42642.17     25424.42   25124.00    ...      4.30   5.07   \n",
       "601366     330731.00    291442.31  176267.38    ...      5.13   2.30   \n",
       "300631      60034.55     11360.82   14187.50    ...      5.47   4.81   \n",
       "002892      49512.68     15872.62   35643.10    ...      6.64   6.00   \n",
       "300620      45596.14      1682.11   25831.32    ...      5.21   7.22   \n",
       "300677      85487.75     63891.05   70667.90    ...     11.07   6.96   \n",
       "603557     128879.05     38515.93   53821.25    ...      2.86   6.00   \n",
       "601858     358757.44     22261.52   78380.56    ...      3.83   2.64   \n",
       "002850     189401.44     60337.82  142198.91    ...     16.15   3.56   \n",
       "603637      76018.32      5968.18   28509.34    ...      5.33   3.91   \n",
       "002879     140471.88     18471.20   76383.56    ...      9.92   3.85   \n",
       "300699     227808.72     57491.68  159041.80    ...      7.04   7.93   \n",
       "603096     161971.30       582.82   92305.61    ...     10.87   7.17   \n",
       "603578      42819.85      8685.46   26175.89    ...      5.50   7.13   \n",
       "300693      76455.40      1210.45   35047.78    ...      6.41   5.51   \n",
       "603801     168182.52     43917.60   94055.46    ...     10.13   6.72   \n",
       "002891      71017.93     16723.21   40538.34    ...      8.31   4.43   \n",
       "002853      96820.03     15414.80   48838.14    ...      5.26   5.63   \n",
       "002896      51022.73     23524.10   32320.94    ...      6.66   5.73   \n",
       "603286      28884.89     20318.96   19227.05    ...      4.65   6.22   \n",
       "300684      33648.35     24754.74   12281.78    ...      5.45  11.20   \n",
       "600939    4958040.50    126401.22  115030.02    ...      2.74   2.51   \n",
       "603933     125388.10      5752.93   49808.84    ...      9.38   4.59   \n",
       "603326      60829.38     21479.10   40810.96    ...      4.38   4.33   \n",
       "300618     186961.77     23365.28   43278.15    ...      9.28  35.44   \n",
       "603648     129244.95     28878.70   90418.13    ...      4.14   4.82   \n",
       "603039     103501.56     11833.41   27444.11    ...      9.41   8.84   \n",
       "002865     112165.17     36585.46   36773.15    ...      6.80   2.77   \n",
       "...              ...          ...        ...    ...       ...    ...   \n",
       "300725      22444.40      8258.13   17407.75    ...      6.75  15.91   \n",
       "002913     104183.22     81802.18   36910.96    ...     13.63   3.28   \n",
       "603283      72952.13      7978.27    5622.12    ...      3.12   9.80   \n",
       "002867     377068.34      2904.21  168157.56    ...      6.71   4.80   \n",
       "002878      61544.55      2195.70   27841.66    ...      6.76   6.51   \n",
       "300717      18700.75     15577.76    9228.49    ...      7.90   4.23   \n",
       "603683      39970.21     15752.00   13909.86    ...      5.28   4.04   \n",
       "300639      66566.43     25423.01   52872.26    ...     10.54   5.24   \n",
       "002917      38593.87      2051.57    8036.18    ...      5.35   5.47   \n",
       "002915      19818.90     24447.76    4363.41    ...      3.54  10.18   \n",
       "603722      14853.99     11813.88    5405.39    ...      4.57   7.08   \n",
       "300645      67775.71       681.71   27784.84    ...      7.56   4.88   \n",
       "300666      39810.80     26977.44   18895.57    ...      2.59  24.49   \n",
       "300727      25291.61     12968.00   10365.67    ...      4.76   6.89   \n",
       "603937      79028.31     12314.50   18406.34    ...      4.91   4.41   \n",
       "002864      33766.15     10398.67   10890.53    ...      8.34   3.58   \n",
       "300731      23502.03      1737.75    9434.82    ...      3.37   8.98   \n",
       "300675      40249.65      7192.55   12654.12    ...      2.84  13.61   \n",
       "603960      43866.51      8915.46   18635.67    ...      4.00   7.22   \n",
       "002908      49433.90      2143.80   18700.18    ...      4.68   6.82   \n",
       "002922      58731.76         0.00       0.00    ...      5.00   4.80   \n",
       "300650      50354.90      7497.22   21584.25    ...      7.42   6.26   \n",
       "300688      40351.37       380.64   21506.17    ...      5.14  11.51   \n",
       "603083     123587.26     42335.89   27968.40    ...      9.91   5.02   \n",
       "002863     189711.97    126543.10   29541.88    ...      4.00   4.55   \n",
       "002903      35099.05      5475.37    4677.06    ...      4.38   9.30   \n",
       "002907      40050.03     13501.01      36.72    ...      1.54  23.23   \n",
       "002916     255038.63    281201.25   92537.00    ...      8.53   8.88   \n",
       "002883      38665.80      1968.18   20463.71    ...      7.13   7.41   \n",
       "300681      65557.82     11986.65   36092.40    ...      8.50   6.28   \n",
       "\n",
       "        timeToMarket       undp  perundp    rev  profit    gpr    npr  \\\n",
       "code                                                                    \n",
       "002877      20170605   20218.09     1.65  12.35    4.16  40.65  15.50   \n",
       "300678      20170728   10997.00     1.10   0.00    0.00  33.38   9.75   \n",
       "300647      20170503   13382.12     1.09   0.00    0.00  35.52  11.45   \n",
       "601366      20170412  149984.42     1.74   0.00    0.00  20.36   3.53   \n",
       "300631      20170323   29292.75     2.85  14.67  -13.99  40.83  13.86   \n",
       "002892      20170817   10611.71     1.27   0.00    0.00  27.11  12.35   \n",
       "300620      20170310   10337.69     1.17   0.00    0.00  46.84  25.74   \n",
       "300677      20170721   29952.25     3.05  47.96   68.61  24.92   8.29   \n",
       "603557      20170818   32333.97     0.69   0.00    0.00  35.66  15.64   \n",
       "601858      20170118  134077.77     1.70  18.08   68.94  27.99  12.16   \n",
       "002850      20170302   65148.36     4.65   0.00    0.00  25.36  14.05   \n",
       "603637      20170208   20656.95     1.55 -37.75  -28.91  31.54  22.63   \n",
       "002879      20170707   41488.32     3.01   0.00    0.00  56.40  20.62   \n",
       "300699      20170901   58167.71     1.58   0.00    0.00  56.60  28.19   \n",
       "603096      20170425   39869.48     2.96   0.00    0.00  43.78  25.57   \n",
       "603578      20170306   11686.21     1.33   0.00    0.00  29.09  19.20   \n",
       "300693      20170822   12563.21     1.38   0.00    0.00  50.40  11.96   \n",
       "603801      20170630   47356.95     2.96   0.00    0.00  36.05  10.42   \n",
       "002891      20170821   16095.98     1.61   0.00    0.00  25.78   8.17   \n",
       "002853      20170310   23739.42     1.53   0.00    0.00  35.00  12.61   \n",
       "002896      20170829   10740.30     1.34   0.00    0.00  32.16  12.69   \n",
       "603286      20170627   10942.75     1.24   0.00    0.00  32.99   9.44   \n",
       "300684      20171227   15325.42     1.76   0.00    0.00  34.84  10.49   \n",
       "600939      20170221  167467.52     0.92  -1.78  -15.53   4.98   0.61   \n",
       "603933      20170706   35435.14     3.45   0.00    0.00  19.67   8.74   \n",
       "603326      20170616   13480.70     0.84   0.00    0.00  37.09   6.84   \n",
       "300618      20170306   56197.96     4.68  97.16  575.04  48.90  30.68   \n",
       "603648      20170913   20402.98     0.55   0.00    0.00  27.63  13.54   \n",
       "603039      20170113   25790.03     3.72  52.97   30.30  94.97  10.88   \n",
       "002865      20170425   32043.66     2.67   0.00    0.00  26.03   5.08   \n",
       "...              ...        ...      ...    ...     ...    ...    ...   \n",
       "300725      20171110    6652.74     0.91   0.00    0.00  64.88  26.89   \n",
       "002913      20171201   36008.44     2.50   0.00    0.00  23.97   9.18   \n",
       "603283      20171225   17066.89     1.07   0.00    0.00  51.08  17.79   \n",
       "002867      20170427   88235.65     1.85   0.00    0.00  33.08  15.33   \n",
       "002878      20170606   12602.85     1.65   0.00    0.00  24.59   8.96   \n",
       "300717      20171106   14208.00     2.22   0.00    0.00  30.36  17.12   \n",
       "603683      20171020   25649.57     2.02   0.00    0.00  23.95   6.04   \n",
       "300639      20170412   32618.90     3.58   0.00    0.00  84.76  19.41   \n",
       "002917      20171208   12435.57     1.10   0.00    0.00  35.30  16.46   \n",
       "002915      20171205   14747.07     1.32   0.00    0.00  29.18  12.97   \n",
       "603722      20171025   16452.42     1.90   0.00    0.00  31.51  19.23   \n",
       "300645      20170421   14387.37     2.16   0.00    0.00  38.86   0.83   \n",
       "300666      20170615   12228.53     0.56   0.00    0.00  32.25   9.92   \n",
       "300727      20171127    8362.07     0.86   0.00    0.00  29.56  10.75   \n",
       "603937      20171102   39431.76     1.89   0.00    0.00  16.13   7.92   \n",
       "002864      20171116   17190.42     1.98   0.00    0.00  69.51  12.11   \n",
       "300731      20171208    5390.14     0.62   0.00    0.00  48.54  25.94   \n",
       "300675      20170719   10327.90     0.70   0.00    0.00  32.02   1.52   \n",
       "603960      20170314   11280.20     1.08   0.00    0.00  32.82  17.21   \n",
       "002908      20171020    8933.80     0.67   0.00    0.00  44.71  14.67   \n",
       "002922      20171229       0.00     0.00   0.00    0.00   0.00   7.03   \n",
       "300650      20170503   17104.73     2.71  23.67   23.73  37.97  15.23   \n",
       "300688      20170810    6212.93     0.91   0.00    0.00  56.91  17.97   \n",
       "603083      20171110   34414.28     3.52   0.00    0.00  15.45   2.98   \n",
       "002863      20170418   33382.00     1.51   0.00    0.00  16.62   2.34   \n",
       "002903      20171013   17691.53     1.77   0.00    0.00  48.77  33.79   \n",
       "002907      20171020   17636.82     0.44   0.00    0.00  67.17  21.04   \n",
       "002916      20171213   59876.44     2.14   0.00    0.00  22.21   8.04   \n",
       "002883      20170620   10092.40     1.89   0.00    0.00  48.81  20.65   \n",
       "300681      20170725   15950.92     2.11   0.00    0.00  31.60  15.96   \n",
       "\n",
       "         holders  \n",
       "code              \n",
       "002877   16200.0  \n",
       "300678   20478.0  \n",
       "300647   16598.0  \n",
       "601366   66455.0  \n",
       "300631   12947.0  \n",
       "002892   17150.0  \n",
       "300620   13827.0  \n",
       "300677   11500.0  \n",
       "603557   29401.0  \n",
       "601858   47316.0  \n",
       "002850   21658.0  \n",
       "603637    9897.0  \n",
       "002879   21318.0  \n",
       "300699   46356.0  \n",
       "603096    5077.0  \n",
       "603578   11319.0  \n",
       "300693   13821.0  \n",
       "603801   12759.0  \n",
       "002891   13259.0  \n",
       "002853   28539.0  \n",
       "002896   12117.0  \n",
       "603286    8799.0  \n",
       "300684   45590.0  \n",
       "600939   68796.0  \n",
       "603933   12275.0  \n",
       "603326   12157.0  \n",
       "300618   20600.0  \n",
       "603648   58370.0  \n",
       "603039    6322.0  \n",
       "002865   17370.0  \n",
       "...          ...  \n",
       "300725   12410.0  \n",
       "002913   30331.0  \n",
       "603283   41762.0  \n",
       "002867   54389.0  \n",
       "002878   13000.0  \n",
       "300717   32003.0  \n",
       "603683   32784.0  \n",
       "300639   16373.0  \n",
       "002917   19913.0  \n",
       "002915   56771.0  \n",
       "603722   24007.0  \n",
       "300645    3236.0  \n",
       "300666   31460.0  \n",
       "300727   50562.0  \n",
       "603937   52615.0  \n",
       "002864   19315.0  \n",
       "300731   45956.0  \n",
       "300675   24451.0  \n",
       "603960    9857.0  \n",
       "002908   24423.0  \n",
       "002922   65639.0  \n",
       "300650    6937.0  \n",
       "300688   15720.0  \n",
       "603083   17000.0  \n",
       "002863   29141.0  \n",
       "002903   51373.0  \n",
       "002907   78250.0  \n",
       "002916  132188.0  \n",
       "002883    9250.0  \n",
       "300681    7219.0  \n",
       "\n",
       "[438 rows x 22 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df['timeToMarket'] > 20170101) & (df['timeToMarket'] < 20180101)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
       "      <th>reserved</th>\n",
       "      <th>...</th>\n",
       "      <th>bvps</th>\n",
       "      <th>pb</th>\n",
       "      <th>timeToMarket</th>\n",
       "      <th>undp</th>\n",
       "      <th>perundp</th>\n",
       "      <th>rev</th>\n",
       "      <th>profit</th>\n",
       "      <th>gpr</th>\n",
       "      <th>npr</th>\n",
       "      <th>holders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>002930</th>\n",
       "      <td>宏川智慧</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.872708e+05</td>\n",
       "      <td>13539.20</td>\n",
       "      <td>103894.40</td>\n",
       "      <td>60574.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>38270.21</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-0.74</td>\n",
       "      <td>10.33</td>\n",
       "      <td>56.59</td>\n",
       "      <td>25.41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300634</th>\n",
       "      <td>彩讯股份</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.006216e+05</td>\n",
       "      <td>65063.45</td>\n",
       "      <td>1320.74</td>\n",
       "      <td>26752.97</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>19710.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.46</td>\n",
       "      <td>44.54</td>\n",
       "      <td>48.01</td>\n",
       "      <td>21.36</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600929</th>\n",
       "      <td>湖南盐业</td>\n",
       "      <td>食品</td>\n",
       "      <td>湖南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.104916e+05</td>\n",
       "      <td>78859.31</td>\n",
       "      <td>139873.81</td>\n",
       "      <td>24281.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>71625.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.30</td>\n",
       "      <td>15.06</td>\n",
       "      <td>47.71</td>\n",
       "      <td>7.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000005</th>\n",
       "      <td>世纪星源</td>\n",
       "      <td>房产服务</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.51</td>\n",
       "      <td>10.59</td>\n",
       "      <td>2.792868e+05</td>\n",
       "      <td>121158.11</td>\n",
       "      <td>3997.41</td>\n",
       "      <td>63805.23</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>3.43</td>\n",
       "      <td>19901210</td>\n",
       "      <td>-47732.80</td>\n",
       "      <td>-0.45</td>\n",
       "      <td>-10.35</td>\n",
       "      <td>-112.12</td>\n",
       "      <td>29.86</td>\n",
       "      <td>-5.16</td>\n",
       "      <td>129430.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600652</th>\n",
       "      <td>游久游戏</td>\n",
       "      <td>互联网</td>\n",
       "      <td>上海</td>\n",
       "      <td>115.42</td>\n",
       "      <td>8.33</td>\n",
       "      <td>8.33</td>\n",
       "      <td>2.440706e+05</td>\n",
       "      <td>30543.93</td>\n",
       "      <td>2783.61</td>\n",
       "      <td>89066.07</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>2.99</td>\n",
       "      <td>19901219</td>\n",
       "      <td>41604.71</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-39.02</td>\n",
       "      <td>50.37</td>\n",
       "      <td>67.18</td>\n",
       "      <td>30.63</td>\n",
       "      <td>95218.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600602</th>\n",
       "      <td>云赛智联</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>上海</td>\n",
       "      <td>46.92</td>\n",
       "      <td>8.80</td>\n",
       "      <td>13.68</td>\n",
       "      <td>5.278168e+05</td>\n",
       "      <td>309843.41</td>\n",
       "      <td>25293.86</td>\n",
       "      <td>158079.63</td>\n",
       "      <td>...</td>\n",
       "      <td>2.77</td>\n",
       "      <td>2.71</td>\n",
       "      <td>19901219</td>\n",
       "      <td>47861.01</td>\n",
       "      <td>0.35</td>\n",
       "      <td>-5.74</td>\n",
       "      <td>-27.53</td>\n",
       "      <td>17.79</td>\n",
       "      <td>6.16</td>\n",
       "      <td>115346.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600601</th>\n",
       "      <td>方正科技</td>\n",
       "      <td>电脑设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.95</td>\n",
       "      <td>21.95</td>\n",
       "      <td>1.106596e+06</td>\n",
       "      <td>523075.31</td>\n",
       "      <td>337841.63</td>\n",
       "      <td>34737.42</td>\n",
       "      <td>...</td>\n",
       "      <td>1.69</td>\n",
       "      <td>1.93</td>\n",
       "      <td>19901219</td>\n",
       "      <td>110748.82</td>\n",
       "      <td>0.50</td>\n",
       "      <td>-20.36</td>\n",
       "      <td>-71.02</td>\n",
       "      <td>17.81</td>\n",
       "      <td>-5.86</td>\n",
       "      <td>245466.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600651</th>\n",
       "      <td>飞乐音响</td>\n",
       "      <td>电器仪表</td>\n",
       "      <td>上海</td>\n",
       "      <td>13.58</td>\n",
       "      <td>9.85</td>\n",
       "      <td>9.91</td>\n",
       "      <td>1.561412e+06</td>\n",
       "      <td>898179.31</td>\n",
       "      <td>125748.05</td>\n",
       "      <td>151194.47</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2.38</td>\n",
       "      <td>19901219</td>\n",
       "      <td>140119.48</td>\n",
       "      <td>1.41</td>\n",
       "      <td>20.65</td>\n",
       "      <td>374.60</td>\n",
       "      <td>25.89</td>\n",
       "      <td>8.68</td>\n",
       "      <td>67087.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600653</th>\n",
       "      <td>申华控股</td>\n",
       "      <td>汽车服务</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.46</td>\n",
       "      <td>19.46</td>\n",
       "      <td>9.553699e+05</td>\n",
       "      <td>520111.19</td>\n",
       "      <td>182337.06</td>\n",
       "      <td>34651.37</td>\n",
       "      <td>...</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2.25</td>\n",
       "      <td>19901219</td>\n",
       "      <td>-21044.57</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-43.76</td>\n",
       "      <td>-71.81</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-7.94</td>\n",
       "      <td>196668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600654</th>\n",
       "      <td>*ST中安</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.55</td>\n",
       "      <td>12.83</td>\n",
       "      <td>9.920041e+05</td>\n",
       "      <td>492876.66</td>\n",
       "      <td>71476.05</td>\n",
       "      <td>100610.03</td>\n",
       "      <td>...</td>\n",
       "      <td>2.27</td>\n",
       "      <td>1.52</td>\n",
       "      <td>19901219</td>\n",
       "      <td>38456.42</td>\n",
       "      <td>0.30</td>\n",
       "      <td>-2.73</td>\n",
       "      <td>-141.07</td>\n",
       "      <td>24.37</td>\n",
       "      <td>-5.05</td>\n",
       "      <td>131349.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000004</th>\n",
       "      <td>国农科技</td>\n",
       "      <td>生物制药</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.83</td>\n",
       "      <td>0.84</td>\n",
       "      <td>2.412107e+04</td>\n",
       "      <td>15411.35</td>\n",
       "      <td>3121.76</td>\n",
       "      <td>66.48</td>\n",
       "      <td>...</td>\n",
       "      <td>1.37</td>\n",
       "      <td>17.03</td>\n",
       "      <td>19910114</td>\n",
       "      <td>1968.00</td>\n",
       "      <td>0.23</td>\n",
       "      <td>-67.37</td>\n",
       "      <td>-136.97</td>\n",
       "      <td>50.38</td>\n",
       "      <td>-7.65</td>\n",
       "      <td>12388.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000002</th>\n",
       "      <td>万 科Ａ</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>深圳</td>\n",
       "      <td>24.25</td>\n",
       "      <td>97.09</td>\n",
       "      <td>110.39</td>\n",
       "      <td>1.018382e+08</td>\n",
       "      <td>89974888.00</td>\n",
       "      <td>685739.06</td>\n",
       "      <td>905915.63</td>\n",
       "      <td>...</td>\n",
       "      <td>10.54</td>\n",
       "      <td>3.08</td>\n",
       "      <td>19910129</td>\n",
       "      <td>6357034.00</td>\n",
       "      <td>5.76</td>\n",
       "      <td>0.04</td>\n",
       "      <td>34.23</td>\n",
       "      <td>31.73</td>\n",
       "      <td>9.47</td>\n",
       "      <td>208975.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000001</th>\n",
       "      <td>平安银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>深圳</td>\n",
       "      <td>8.08</td>\n",
       "      <td>169.18</td>\n",
       "      <td>171.70</td>\n",
       "      <td>3.137481e+08</td>\n",
       "      <td>0.00</td>\n",
       "      <td>788300.00</td>\n",
       "      <td>5646500.00</td>\n",
       "      <td>...</td>\n",
       "      <td>11.54</td>\n",
       "      <td>1.04</td>\n",
       "      <td>19910403</td>\n",
       "      <td>7970900.00</td>\n",
       "      <td>4.64</td>\n",
       "      <td>-2.60</td>\n",
       "      <td>2.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.99</td>\n",
       "      <td>331474.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000009</th>\n",
       "      <td>中国宝安</td>\n",
       "      <td>综合类</td>\n",
       "      <td>深圳</td>\n",
       "      <td>57.34</td>\n",
       "      <td>21.20</td>\n",
       "      <td>21.49</td>\n",
       "      <td>2.662178e+06</td>\n",
       "      <td>1851290.75</td>\n",
       "      <td>365882.25</td>\n",
       "      <td>31696.99</td>\n",
       "      <td>...</td>\n",
       "      <td>2.16</td>\n",
       "      <td>2.97</td>\n",
       "      <td>19910625</td>\n",
       "      <td>185014.06</td>\n",
       "      <td>0.86</td>\n",
       "      <td>16.33</td>\n",
       "      <td>-14.21</td>\n",
       "      <td>34.57</td>\n",
       "      <td>3.70</td>\n",
       "      <td>186467.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600603</th>\n",
       "      <td>广汇物流</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>福建</td>\n",
       "      <td>35.02</td>\n",
       "      <td>2.72</td>\n",
       "      <td>8.79</td>\n",
       "      <td>8.785596e+05</td>\n",
       "      <td>302339.13</td>\n",
       "      <td>4482.06</td>\n",
       "      <td>111124.76</td>\n",
       "      <td>...</td>\n",
       "      <td>6.42</td>\n",
       "      <td>1.26</td>\n",
       "      <td>19920113</td>\n",
       "      <td>299116.66</td>\n",
       "      <td>3.40</td>\n",
       "      <td>11.28</td>\n",
       "      <td>0.03</td>\n",
       "      <td>78.14</td>\n",
       "      <td>36.47</td>\n",
       "      <td>29630.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000012</th>\n",
       "      <td>南 玻Ａ</td>\n",
       "      <td>玻璃</td>\n",
       "      <td>深圳</td>\n",
       "      <td>21.33</td>\n",
       "      <td>15.09</td>\n",
       "      <td>24.84</td>\n",
       "      <td>1.891383e+06</td>\n",
       "      <td>415755.72</td>\n",
       "      <td>1178094.00</td>\n",
       "      <td>98377.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.50</td>\n",
       "      <td>2.33</td>\n",
       "      <td>19920228</td>\n",
       "      <td>408042.75</td>\n",
       "      <td>1.64</td>\n",
       "      <td>19.45</td>\n",
       "      <td>-0.54</td>\n",
       "      <td>25.18</td>\n",
       "      <td>9.13</td>\n",
       "      <td>156484.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000016</th>\n",
       "      <td>深康佳Ａ</td>\n",
       "      <td>家用电器</td>\n",
       "      <td>深圳</td>\n",
       "      <td>88.58</td>\n",
       "      <td>15.97</td>\n",
       "      <td>24.08</td>\n",
       "      <td>2.300114e+06</td>\n",
       "      <td>1827395.25</td>\n",
       "      <td>163439.34</td>\n",
       "      <td>8975.74</td>\n",
       "      <td>...</td>\n",
       "      <td>1.26</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19920327</td>\n",
       "      <td>-29831.75</td>\n",
       "      <td>-0.12</td>\n",
       "      <td>37.94</td>\n",
       "      <td>390.64</td>\n",
       "      <td>10.57</td>\n",
       "      <td>0.64</td>\n",
       "      <td>89197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600604</th>\n",
       "      <td>市北高新</td>\n",
       "      <td>园区开发</td>\n",
       "      <td>上海</td>\n",
       "      <td>121.51</td>\n",
       "      <td>10.43</td>\n",
       "      <td>18.73</td>\n",
       "      <td>1.305534e+06</td>\n",
       "      <td>895137.38</td>\n",
       "      <td>3074.95</td>\n",
       "      <td>308326.44</td>\n",
       "      <td>...</td>\n",
       "      <td>3.07</td>\n",
       "      <td>2.31</td>\n",
       "      <td>19920327</td>\n",
       "      <td>74942.30</td>\n",
       "      <td>0.40</td>\n",
       "      <td>-45.09</td>\n",
       "      <td>-50.16</td>\n",
       "      <td>34.84</td>\n",
       "      <td>13.87</td>\n",
       "      <td>97509.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600605</th>\n",
       "      <td>汇通能源</td>\n",
       "      <td>商贸代理</td>\n",
       "      <td>上海</td>\n",
       "      <td>100.25</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.169474e+05</td>\n",
       "      <td>49191.12</td>\n",
       "      <td>53283.31</td>\n",
       "      <td>17890.89</td>\n",
       "      <td>...</td>\n",
       "      <td>3.96</td>\n",
       "      <td>3.25</td>\n",
       "      <td>19920327</td>\n",
       "      <td>17687.97</td>\n",
       "      <td>1.20</td>\n",
       "      <td>9.97</td>\n",
       "      <td>-36.78</td>\n",
       "      <td>3.26</td>\n",
       "      <td>0.78</td>\n",
       "      <td>11472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600606</th>\n",
       "      <td>绿地控股</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>上海</td>\n",
       "      <td>10.74</td>\n",
       "      <td>32.23</td>\n",
       "      <td>121.68</td>\n",
       "      <td>7.710131e+07</td>\n",
       "      <td>69979480.00</td>\n",
       "      <td>1059679.00</td>\n",
       "      <td>900962.50</td>\n",
       "      <td>...</td>\n",
       "      <td>4.78</td>\n",
       "      <td>1.61</td>\n",
       "      <td>19920327</td>\n",
       "      <td>3504678.50</td>\n",
       "      <td>2.88</td>\n",
       "      <td>19.92</td>\n",
       "      <td>10.86</td>\n",
       "      <td>13.92</td>\n",
       "      <td>3.64</td>\n",
       "      <td>160918.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600608</th>\n",
       "      <td>*ST沪科</td>\n",
       "      <td>钢加工</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.18</td>\n",
       "      <td>3.29</td>\n",
       "      <td>2.361049e+04</td>\n",
       "      <td>19195.03</td>\n",
       "      <td>2583.26</td>\n",
       "      <td>43903.60</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.11</td>\n",
       "      <td>-72.16</td>\n",
       "      <td>19920327</td>\n",
       "      <td>-85092.43</td>\n",
       "      <td>-2.59</td>\n",
       "      <td>181.50</td>\n",
       "      <td>-7.55</td>\n",
       "      <td>1.38</td>\n",
       "      <td>-10.33</td>\n",
       "      <td>23800.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000011</th>\n",
       "      <td>深物业A</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>深圳</td>\n",
       "      <td>12.68</td>\n",
       "      <td>1.76</td>\n",
       "      <td>5.96</td>\n",
       "      <td>5.447556e+05</td>\n",
       "      <td>455163.09</td>\n",
       "      <td>2932.87</td>\n",
       "      <td>11995.15</td>\n",
       "      <td>...</td>\n",
       "      <td>4.83</td>\n",
       "      <td>3.38</td>\n",
       "      <td>19920330</td>\n",
       "      <td>191052.25</td>\n",
       "      <td>3.21</td>\n",
       "      <td>400.78</td>\n",
       "      <td>8099.55</td>\n",
       "      <td>46.47</td>\n",
       "      <td>21.72</td>\n",
       "      <td>41264.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000017</th>\n",
       "      <td>深中华A</td>\n",
       "      <td>文教休闲</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.03</td>\n",
       "      <td>5.51</td>\n",
       "      <td>6.239470e+03</td>\n",
       "      <td>5541.60</td>\n",
       "      <td>349.78</td>\n",
       "      <td>62783.43</td>\n",
       "      <td>...</td>\n",
       "      <td>0.02</td>\n",
       "      <td>256.91</td>\n",
       "      <td>19920331</td>\n",
       "      <td>-119885.02</td>\n",
       "      <td>-2.17</td>\n",
       "      <td>-20.37</td>\n",
       "      <td>-165.53</td>\n",
       "      <td>7.03</td>\n",
       "      <td>-1.43</td>\n",
       "      <td>52397.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000007</th>\n",
       "      <td>全新好</td>\n",
       "      <td>酒店餐饮</td>\n",
       "      <td>深圳</td>\n",
       "      <td>370.59</td>\n",
       "      <td>3.09</td>\n",
       "      <td>3.46</td>\n",
       "      <td>4.314218e+04</td>\n",
       "      <td>19406.73</td>\n",
       "      <td>8115.27</td>\n",
       "      <td>15702.40</td>\n",
       "      <td>...</td>\n",
       "      <td>1.10</td>\n",
       "      <td>13.40</td>\n",
       "      <td>19920413</td>\n",
       "      <td>-13167.25</td>\n",
       "      <td>-0.38</td>\n",
       "      <td>20.69</td>\n",
       "      <td>-40.60</td>\n",
       "      <td>66.68</td>\n",
       "      <td>30.32</td>\n",
       "      <td>14453.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000006</th>\n",
       "      <td>深振业Ａ</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>深圳</td>\n",
       "      <td>25.97</td>\n",
       "      <td>13.45</td>\n",
       "      <td>13.50</td>\n",
       "      <td>1.322269e+06</td>\n",
       "      <td>1116878.63</td>\n",
       "      <td>296.15</td>\n",
       "      <td>48432.15</td>\n",
       "      <td>...</td>\n",
       "      <td>3.78</td>\n",
       "      <td>2.30</td>\n",
       "      <td>19920427</td>\n",
       "      <td>200825.06</td>\n",
       "      <td>1.49</td>\n",
       "      <td>102.43</td>\n",
       "      <td>196.23</td>\n",
       "      <td>30.48</td>\n",
       "      <td>14.62</td>\n",
       "      <td>80457.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000020</th>\n",
       "      <td>深华发Ａ</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>10853.29</td>\n",
       "      <td>1.81</td>\n",
       "      <td>2.83</td>\n",
       "      <td>6.881456e+04</td>\n",
       "      <td>41366.73</td>\n",
       "      <td>7777.15</td>\n",
       "      <td>14658.72</td>\n",
       "      <td>...</td>\n",
       "      <td>1.13</td>\n",
       "      <td>15.75</td>\n",
       "      <td>19920428</td>\n",
       "      <td>-18709.31</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>47.15</td>\n",
       "      <td>-92.28</td>\n",
       "      <td>9.12</td>\n",
       "      <td>0.05</td>\n",
       "      <td>24634.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000008</th>\n",
       "      <td>神州高铁</td>\n",
       "      <td>运输设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>128.29</td>\n",
       "      <td>26.39</td>\n",
       "      <td>28.18</td>\n",
       "      <td>9.471992e+05</td>\n",
       "      <td>501960.81</td>\n",
       "      <td>21886.40</td>\n",
       "      <td>288451.72</td>\n",
       "      <td>...</td>\n",
       "      <td>2.22</td>\n",
       "      <td>3.34</td>\n",
       "      <td>19920507</td>\n",
       "      <td>76263.90</td>\n",
       "      <td>0.27</td>\n",
       "      <td>-2.80</td>\n",
       "      <td>-43.79</td>\n",
       "      <td>50.06</td>\n",
       "      <td>12.45</td>\n",
       "      <td>64328.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000014</th>\n",
       "      <td>沙河股份</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>深圳</td>\n",
       "      <td>383.07</td>\n",
       "      <td>2.02</td>\n",
       "      <td>2.02</td>\n",
       "      <td>1.516259e+05</td>\n",
       "      <td>134120.81</td>\n",
       "      <td>1851.85</td>\n",
       "      <td>996.57</td>\n",
       "      <td>...</td>\n",
       "      <td>3.66</td>\n",
       "      <td>3.08</td>\n",
       "      <td>19920602</td>\n",
       "      <td>30735.21</td>\n",
       "      <td>1.52</td>\n",
       "      <td>149.31</td>\n",
       "      <td>125.36</td>\n",
       "      <td>15.50</td>\n",
       "      <td>1.04</td>\n",
       "      <td>21474.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000018</th>\n",
       "      <td>神州长城</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>深圳</td>\n",
       "      <td>18.65</td>\n",
       "      <td>7.54</td>\n",
       "      <td>16.98</td>\n",
       "      <td>1.049600e+06</td>\n",
       "      <td>939465.88</td>\n",
       "      <td>14001.40</td>\n",
       "      <td>-130357.20</td>\n",
       "      <td>...</td>\n",
       "      <td>1.20</td>\n",
       "      <td>5.00</td>\n",
       "      <td>19920616</td>\n",
       "      <td>146437.02</td>\n",
       "      <td>0.86</td>\n",
       "      <td>44.89</td>\n",
       "      <td>35.39</td>\n",
       "      <td>21.94</td>\n",
       "      <td>8.76</td>\n",
       "      <td>73285.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600609</th>\n",
       "      <td>金杯汽车</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.93</td>\n",
       "      <td>10.93</td>\n",
       "      <td>1.214870e+06</td>\n",
       "      <td>918329.31</td>\n",
       "      <td>99451.81</td>\n",
       "      <td>110021.02</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.39</td>\n",
       "      <td>-14.91</td>\n",
       "      <td>19920724</td>\n",
       "      <td>-303538.72</td>\n",
       "      <td>-2.78</td>\n",
       "      <td>17.35</td>\n",
       "      <td>-619.61</td>\n",
       "      <td>14.73</td>\n",
       "      <td>-11.95</td>\n",
       "      <td>59568.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002923</th>\n",
       "      <td>润都股份</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>广东</td>\n",
       "      <td>40.18</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>6.491215e+04</td>\n",
       "      <td>35518.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>6.22</td>\n",
       "      <td>5.90</td>\n",
       "      <td>20180105</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.74</td>\n",
       "      <td>12.26</td>\n",
       "      <td>51368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300664</th>\n",
       "      <td>鹏鹞环保</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>江苏</td>\n",
       "      <td>34.83</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.80</td>\n",
       "      <td>3.663309e+05</td>\n",
       "      <td>73137.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.55</td>\n",
       "      <td>3.57</td>\n",
       "      <td>20180105</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>65566.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300736</th>\n",
       "      <td>百华悦邦</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>54.07</td>\n",
       "      <td>0.14</td>\n",
       "      <td>0.54</td>\n",
       "      <td>2.668590e+04</td>\n",
       "      <td>18568.92</td>\n",
       "      <td>680.90</td>\n",
       "      <td>3810.10</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>8.69</td>\n",
       "      <td>20180109</td>\n",
       "      <td>10620.51</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.02</td>\n",
       "      <td>6.24</td>\n",
       "      <td>12000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002925</th>\n",
       "      <td>盈趣科技</td>\n",
       "      <td>元器件</td>\n",
       "      <td>福建</td>\n",
       "      <td>45.26</td>\n",
       "      <td>0.75</td>\n",
       "      <td>4.55</td>\n",
       "      <td>2.308040e+05</td>\n",
       "      <td>201431.20</td>\n",
       "      <td>14908.24</td>\n",
       "      <td>9387.63</td>\n",
       "      <td>...</td>\n",
       "      <td>4.39</td>\n",
       "      <td>22.52</td>\n",
       "      <td>20180115</td>\n",
       "      <td>87310.40</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.90</td>\n",
       "      <td>32.26</td>\n",
       "      <td>140939.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603056</th>\n",
       "      <td>德邦股份</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>50.95</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.60</td>\n",
       "      <td>6.081869e+05</td>\n",
       "      <td>362515.31</td>\n",
       "      <td>152871.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.35</td>\n",
       "      <td>7.55</td>\n",
       "      <td>20180116</td>\n",
       "      <td>183779.47</td>\n",
       "      <td>1.91</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.93</td>\n",
       "      <td>2.44</td>\n",
       "      <td>88497.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300733</th>\n",
       "      <td>西菱动力</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>四川</td>\n",
       "      <td>43.29</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>1.024487e+05</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.91</td>\n",
       "      <td>4.97</td>\n",
       "      <td>20180116</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.61</td>\n",
       "      <td>77780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601828</th>\n",
       "      <td>美凯龙</td>\n",
       "      <td>其他商业</td>\n",
       "      <td>上海</td>\n",
       "      <td>18.53</td>\n",
       "      <td>3.15</td>\n",
       "      <td>39.39</td>\n",
       "      <td>9.579130e+06</td>\n",
       "      <td>1602542.13</td>\n",
       "      <td>15440.11</td>\n",
       "      <td>536127.06</td>\n",
       "      <td>...</td>\n",
       "      <td>10.75</td>\n",
       "      <td>1.66</td>\n",
       "      <td>20180117</td>\n",
       "      <td>2741351.50</td>\n",
       "      <td>6.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69.89</td>\n",
       "      <td>36.78</td>\n",
       "      <td>261197.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300624</th>\n",
       "      <td>万兴科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>西藏</td>\n",
       "      <td>92.01</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>2.738302e+04</td>\n",
       "      <td>8821.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.28</td>\n",
       "      <td>18.83</td>\n",
       "      <td>20180118</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.58</td>\n",
       "      <td>40002.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300738</th>\n",
       "      <td>奥飞数据</td>\n",
       "      <td>电信运营</td>\n",
       "      <td>广东</td>\n",
       "      <td>69.84</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.65</td>\n",
       "      <td>3.344090e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.24</td>\n",
       "      <td>13.50</td>\n",
       "      <td>20180119</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.33</td>\n",
       "      <td>32672.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603895</th>\n",
       "      <td>天永智能</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>上海</td>\n",
       "      <td>66.26</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.77</td>\n",
       "      <td>6.208106e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.84</td>\n",
       "      <td>11.92</td>\n",
       "      <td>20180122</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.74</td>\n",
       "      <td>19298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603356</th>\n",
       "      <td>华菱精工</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>安徽</td>\n",
       "      <td>60.08</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.33</td>\n",
       "      <td>5.274638e+04</td>\n",
       "      <td>32024.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.30</td>\n",
       "      <td>8.86</td>\n",
       "      <td>20180124</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.20</td>\n",
       "      <td>33471.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300737</th>\n",
       "      <td>科顺股份</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>广东</td>\n",
       "      <td>43.41</td>\n",
       "      <td>1.53</td>\n",
       "      <td>6.11</td>\n",
       "      <td>2.406435e+05</td>\n",
       "      <td>171179.17</td>\n",
       "      <td>26359.14</td>\n",
       "      <td>58892.38</td>\n",
       "      <td>...</td>\n",
       "      <td>3.15</td>\n",
       "      <td>5.03</td>\n",
       "      <td>20180125</td>\n",
       "      <td>29041.74</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.34</td>\n",
       "      <td>11.81</td>\n",
       "      <td>281200.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601838</th>\n",
       "      <td>成都银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>四川</td>\n",
       "      <td>12.42</td>\n",
       "      <td>3.61</td>\n",
       "      <td>36.12</td>\n",
       "      <td>4.099166e+07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>102515.20</td>\n",
       "      <td>402383.19</td>\n",
       "      <td>...</td>\n",
       "      <td>7.68</td>\n",
       "      <td>1.68</td>\n",
       "      <td>20180131</td>\n",
       "      <td>1029206.69</td>\n",
       "      <td>2.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.06</td>\n",
       "      <td>299572.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300739</th>\n",
       "      <td>明阳电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>42.40</td>\n",
       "      <td>0.31</td>\n",
       "      <td>1.23</td>\n",
       "      <td>9.698400e+04</td>\n",
       "      <td>54019.57</td>\n",
       "      <td>36262.06</td>\n",
       "      <td>26068.90</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>7.84</td>\n",
       "      <td>20180201</td>\n",
       "      <td>14147.72</td>\n",
       "      <td>1.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.15</td>\n",
       "      <td>11.74</td>\n",
       "      <td>61548.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603506</th>\n",
       "      <td>南都物业</td>\n",
       "      <td>房产服务</td>\n",
       "      <td>浙江</td>\n",
       "      <td>46.49</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.79</td>\n",
       "      <td>7.264200e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.35</td>\n",
       "      <td>9.07</td>\n",
       "      <td>20180201</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>18531.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603516</th>\n",
       "      <td>淳中科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>58.59</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.94</td>\n",
       "      <td>2.973755e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.89</td>\n",
       "      <td>15.47</td>\n",
       "      <td>20180202</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.54</td>\n",
       "      <td>25503.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002926</th>\n",
       "      <td>华西证券</td>\n",
       "      <td>证券</td>\n",
       "      <td>四川</td>\n",
       "      <td>35.04</td>\n",
       "      <td>5.25</td>\n",
       "      <td>26.25</td>\n",
       "      <td>4.695533e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>6.08</td>\n",
       "      <td>2.48</td>\n",
       "      <td>20180205</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.90</td>\n",
       "      <td>935684.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300644</th>\n",
       "      <td>南京聚隆</td>\n",
       "      <td>塑料</td>\n",
       "      <td>江苏</td>\n",
       "      <td>56.93</td>\n",
       "      <td>0.16</td>\n",
       "      <td>0.64</td>\n",
       "      <td>8.254778e+04</td>\n",
       "      <td>60597.23</td>\n",
       "      <td>18706.01</td>\n",
       "      <td>7448.47</td>\n",
       "      <td>...</td>\n",
       "      <td>8.83</td>\n",
       "      <td>5.69</td>\n",
       "      <td>20180206</td>\n",
       "      <td>25969.65</td>\n",
       "      <td>4.06</td>\n",
       "      <td>13.33</td>\n",
       "      <td>-28.26</td>\n",
       "      <td>17.55</td>\n",
       "      <td>5.51</td>\n",
       "      <td>31946.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603871</th>\n",
       "      <td>嘉友国际</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>北京</td>\n",
       "      <td>27.52</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>8.357252e+04</td>\n",
       "      <td>62979.11</td>\n",
       "      <td>13814.36</td>\n",
       "      <td>13638.36</td>\n",
       "      <td>...</td>\n",
       "      <td>8.99</td>\n",
       "      <td>8.76</td>\n",
       "      <td>20180206</td>\n",
       "      <td>32877.64</td>\n",
       "      <td>4.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.15</td>\n",
       "      <td>7.07</td>\n",
       "      <td>20000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603709</th>\n",
       "      <td>中源家居</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>浙江</td>\n",
       "      <td>39.92</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.175276e+04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.42</td>\n",
       "      <td>15.51</td>\n",
       "      <td>20180208</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.68</td>\n",
       "      <td>19998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300740</th>\n",
       "      <td>御家汇</td>\n",
       "      <td>日用化工</td>\n",
       "      <td>湖南</td>\n",
       "      <td>47.26</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>8.574868e+04</td>\n",
       "      <td>71829.68</td>\n",
       "      <td>10485.24</td>\n",
       "      <td>11904.90</td>\n",
       "      <td>...</td>\n",
       "      <td>4.50</td>\n",
       "      <td>10.41</td>\n",
       "      <td>20180208</td>\n",
       "      <td>29267.01</td>\n",
       "      <td>1.83</td>\n",
       "      <td>40.61</td>\n",
       "      <td>114.85</td>\n",
       "      <td>52.63</td>\n",
       "      <td>9.63</td>\n",
       "      <td>78015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603156</th>\n",
       "      <td>养元饮品</td>\n",
       "      <td>软饮料</td>\n",
       "      <td>河北</td>\n",
       "      <td>21.24</td>\n",
       "      <td>0.43</td>\n",
       "      <td>5.38</td>\n",
       "      <td>8.354643e+05</td>\n",
       "      <td>634560.81</td>\n",
       "      <td>66841.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>13.24</td>\n",
       "      <td>6.24</td>\n",
       "      <td>20180212</td>\n",
       "      <td>580935.38</td>\n",
       "      <td>10.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.63</td>\n",
       "      <td>28.72</td>\n",
       "      <td>41616.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002927</th>\n",
       "      <td>泰永长征</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>贵州</td>\n",
       "      <td>91.61</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.94</td>\n",
       "      <td>4.360535e+04</td>\n",
       "      <td>35037.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>4.85</td>\n",
       "      <td>11.38</td>\n",
       "      <td>20180223</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.51</td>\n",
       "      <td>48823.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603712</th>\n",
       "      <td>七一二</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>天津</td>\n",
       "      <td>140.96</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7.72</td>\n",
       "      <td>3.480155e+05</td>\n",
       "      <td>277392.63</td>\n",
       "      <td>57633.35</td>\n",
       "      <td>63780.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.29</td>\n",
       "      <td>8.18</td>\n",
       "      <td>20180226</td>\n",
       "      <td>20558.85</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>49.57</td>\n",
       "      <td>8.39</td>\n",
       "      <td>88473.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603680</th>\n",
       "      <td>今创集团</td>\n",
       "      <td>运输设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>35.78</td>\n",
       "      <td>0.42</td>\n",
       "      <td>4.20</td>\n",
       "      <td>5.493172e+05</td>\n",
       "      <td>394765.72</td>\n",
       "      <td>58971.98</td>\n",
       "      <td>43780.80</td>\n",
       "      <td>...</td>\n",
       "      <td>5.04</td>\n",
       "      <td>9.06</td>\n",
       "      <td>20180227</td>\n",
       "      <td>83832.84</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.62</td>\n",
       "      <td>19.57</td>\n",
       "      <td>40917.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002929</th>\n",
       "      <td>润建通信</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>广西</td>\n",
       "      <td>50.62</td>\n",
       "      <td>0.55</td>\n",
       "      <td>2.21</td>\n",
       "      <td>2.386840e+05</td>\n",
       "      <td>227159.88</td>\n",
       "      <td>6207.73</td>\n",
       "      <td>20553.17</td>\n",
       "      <td>...</td>\n",
       "      <td>7.18</td>\n",
       "      <td>7.64</td>\n",
       "      <td>20180301</td>\n",
       "      <td>70067.05</td>\n",
       "      <td>3.17</td>\n",
       "      <td>21.16</td>\n",
       "      <td>33.88</td>\n",
       "      <td>25.32</td>\n",
       "      <td>8.62</td>\n",
       "      <td>105228.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600901</th>\n",
       "      <td>江苏租赁</td>\n",
       "      <td>多元金融</td>\n",
       "      <td>江苏</td>\n",
       "      <td>30.22</td>\n",
       "      <td>6.40</td>\n",
       "      <td>29.87</td>\n",
       "      <td>4.737941e+06</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56044.36</td>\n",
       "      <td>103792.31</td>\n",
       "      <td>...</td>\n",
       "      <td>2.59</td>\n",
       "      <td>4.52</td>\n",
       "      <td>20180301</td>\n",
       "      <td>186222.80</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57.45</td>\n",
       "      <td>575923.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300741</th>\n",
       "      <td>华宝股份</td>\n",
       "      <td>食品</td>\n",
       "      <td>西藏</td>\n",
       "      <td>28.96</td>\n",
       "      <td>0.62</td>\n",
       "      <td>6.16</td>\n",
       "      <td>6.220791e+05</td>\n",
       "      <td>457391.06</td>\n",
       "      <td>27562.10</td>\n",
       "      <td>235606.55</td>\n",
       "      <td>...</td>\n",
       "      <td>10.11</td>\n",
       "      <td>5.34</td>\n",
       "      <td>20180301</td>\n",
       "      <td>240958.80</td>\n",
       "      <td>3.91</td>\n",
       "      <td>-15.96</td>\n",
       "      <td>-9.13</td>\n",
       "      <td>78.44</td>\n",
       "      <td>52.24</td>\n",
       "      <td>116925.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603059</th>\n",
       "      <td>倍加洁</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>江苏</td>\n",
       "      <td>45.96</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>5.771218e+04</td>\n",
       "      <td>27994.39</td>\n",
       "      <td>11581.01</td>\n",
       "      <td>10501.50</td>\n",
       "      <td>...</td>\n",
       "      <td>5.68</td>\n",
       "      <td>8.75</td>\n",
       "      <td>20180302</td>\n",
       "      <td>16202.45</td>\n",
       "      <td>2.03</td>\n",
       "      <td>6.92</td>\n",
       "      <td>27.64</td>\n",
       "      <td>26.26</td>\n",
       "      <td>12.94</td>\n",
       "      <td>19999.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002928</th>\n",
       "      <td>华夏航空</td>\n",
       "      <td>空运</td>\n",
       "      <td>贵州</td>\n",
       "      <td>46.93</td>\n",
       "      <td>0.41</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.485651e+05</td>\n",
       "      <td>172783.70</td>\n",
       "      <td>292229.34</td>\n",
       "      <td>23364.48</td>\n",
       "      <td>...</td>\n",
       "      <td>3.19</td>\n",
       "      <td>13.75</td>\n",
       "      <td>20180302</td>\n",
       "      <td>49540.18</td>\n",
       "      <td>1.24</td>\n",
       "      <td>35.17</td>\n",
       "      <td>8.23</td>\n",
       "      <td>21.53</td>\n",
       "      <td>10.85</td>\n",
       "      <td>78828.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3502 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area        pe  outstanding  totals   totalAssets  \\\n",
       "code                                                                       \n",
       "002930   宏川智慧     仓储物流   广东      0.00         0.00    0.00  1.872708e+05   \n",
       "300634   彩讯股份     软件服务   深圳      0.00         0.00    0.00  1.006216e+05   \n",
       "600929   湖南盐业       食品   湖南      0.00         0.00    0.00  3.104916e+05   \n",
       "000005   世纪星源     房产服务   深圳      0.00         9.51   10.59  2.792868e+05   \n",
       "600652   游久游戏      互联网   上海    115.42         8.33    8.33  2.440706e+05   \n",
       "600602   云赛智联     软件服务   上海     46.92         8.80   13.68  5.278168e+05   \n",
       "600601   方正科技     电脑设备   上海      0.00        21.95   21.95  1.106596e+06   \n",
       "600651   飞乐音响     电器仪表   上海     13.58         9.85    9.91  1.561412e+06   \n",
       "600653   申华控股     汽车服务   上海      0.00        17.46   19.46  9.553699e+05   \n",
       "600654  *ST中安     软件服务   上海      0.00         7.55   12.83  9.920041e+05   \n",
       "000004   国农科技     生物制药   深圳      0.00         0.83    0.84  2.412107e+04   \n",
       "000002   万 科Ａ     全国地产   深圳     24.25        97.09  110.39  1.018382e+08   \n",
       "000001   平安银行       银行   深圳      8.08       169.18  171.70  3.137481e+08   \n",
       "000009   中国宝安      综合类   深圳     57.34        21.20   21.49  2.662178e+06   \n",
       "600603   广汇物流     仓储物流   福建     35.02         2.72    8.79  8.785596e+05   \n",
       "000012   南 玻Ａ       玻璃   深圳     21.33        15.09   24.84  1.891383e+06   \n",
       "000016   深康佳Ａ     家用电器   深圳     88.58        15.97   24.08  2.300114e+06   \n",
       "600604   市北高新     园区开发   上海    121.51        10.43   18.73  1.305534e+06   \n",
       "600605   汇通能源     商贸代理   上海    100.25         1.47    1.47  1.169474e+05   \n",
       "600606   绿地控股     全国地产   上海     10.74        32.23  121.68  7.710131e+07   \n",
       "600608  *ST沪科      钢加工   上海      0.00         3.18    3.29  2.361049e+04   \n",
       "000011   深物业A     区域地产   深圳     12.68         1.76    5.96  5.447556e+05   \n",
       "000017   深中华A     文教休闲   深圳      0.00         3.03    5.51  6.239470e+03   \n",
       "000007    全新好     酒店餐饮   深圳    370.59         3.09    3.46  4.314218e+04   \n",
       "000006   深振业Ａ     区域地产   深圳     25.97        13.45   13.50  1.322269e+06   \n",
       "000020   深华发Ａ      元器件   深圳  10853.29         1.81    2.83  6.881456e+04   \n",
       "000008   神州高铁     运输设备   北京    128.29        26.39   28.18  9.471992e+05   \n",
       "000014   沙河股份     全国地产   深圳    383.07         2.02    2.02  1.516259e+05   \n",
       "000018   神州长城     装修装饰   深圳     18.65         7.54   16.98  1.049600e+06   \n",
       "600609   金杯汽车     汽车配件   辽宁      0.00        10.93   10.93  1.214870e+06   \n",
       "...       ...      ...  ...       ...          ...     ...           ...   \n",
       "002923   润都股份     化学制药   广东     40.18         0.25    1.00  6.491215e+04   \n",
       "300664   鹏鹞环保     环境保护   江苏     34.83         0.80    4.80  3.663309e+05   \n",
       "300736   百华悦邦     通信设备   北京     54.07         0.14    0.54  2.668590e+04   \n",
       "002925   盈趣科技      元器件   福建     45.26         0.75    4.55  2.308040e+05   \n",
       "603056   德邦股份     仓储物流   上海     50.95         1.00    9.60  6.081869e+05   \n",
       "300733   西菱动力     汽车配件   四川     43.29         0.40    1.60  1.024487e+05   \n",
       "601828    美凯龙     其他商业   上海     18.53         3.15   39.39  9.579130e+06   \n",
       "300624   万兴科技     软件服务   西藏     92.01         0.20    0.80  2.738302e+04   \n",
       "300738   奥飞数据     电信运营   广东     69.84         0.16    0.65  3.344090e+04   \n",
       "603895   天永智能     专用机械   上海     66.26         0.19    0.77  6.208106e+04   \n",
       "603356   华菱精工     机械基件   安徽     60.08         0.33    1.33  5.274638e+04   \n",
       "300737   科顺股份     其他建材   广东     43.41         1.53    6.11  2.406435e+05   \n",
       "601838   成都银行       银行   四川     12.42         3.61   36.12  4.099166e+07   \n",
       "300739   明阳电路      元器件   深圳     42.40         0.31    1.23  9.698400e+04   \n",
       "603506   南都物业     房产服务   浙江     46.49         0.20    0.79  7.264200e+04   \n",
       "603516   淳中科技     通信设备   北京     58.59         0.23    0.94  2.973755e+04   \n",
       "002926   华西证券       证券   四川     35.04         5.25   26.25  4.695533e+06   \n",
       "300644   南京聚隆       塑料   江苏     56.93         0.16    0.64  8.254778e+04   \n",
       "603871   嘉友国际     仓储物流   北京     27.52         0.20    0.80  8.357252e+04   \n",
       "603709   中源家居     家居用品   浙江     39.92         0.20    0.80  4.175276e+04   \n",
       "300740    御家汇     日用化工   湖南     47.26         0.40    1.60  8.574868e+04   \n",
       "603156   养元饮品      软饮料   河北     21.24         0.43    5.38  8.354643e+05   \n",
       "002927   泰永长征     电气设备   贵州     91.61         0.23    0.94  4.360535e+04   \n",
       "603712    七一二     通信设备   天津    140.96         1.00    7.72  3.480155e+05   \n",
       "603680   今创集团     运输设备   江苏     35.78         0.42    4.20  5.493172e+05   \n",
       "002929   润建通信     通信设备   广西     50.62         0.55    2.21  2.386840e+05   \n",
       "600901   江苏租赁     多元金融   江苏     30.22         6.40   29.87  4.737941e+06   \n",
       "300741   华宝股份       食品   西藏     28.96         0.62    6.16  6.220791e+05   \n",
       "603059    倍加洁     家居用品   江苏     45.96         0.20    0.80  5.771218e+04   \n",
       "002928   华夏航空       空运   贵州     46.93         0.41    4.00  5.485651e+05   \n",
       "\n",
       "        liquidAssets  fixedAssets    reserved    ...      bvps      pb  \\\n",
       "code                                             ...                     \n",
       "002930      13539.20    103894.40    60574.51    ...      0.00    0.00   \n",
       "300634      65063.45      1320.74    26752.97    ...      0.00    0.00   \n",
       "600929      78859.31    139873.81    24281.50    ...      0.00    0.00   \n",
       "000005     121158.11      3997.41    63805.23    ...      1.20    3.43   \n",
       "600652      30543.93      2783.61    89066.07    ...      2.63    2.99   \n",
       "600602     309843.41     25293.86   158079.63    ...      2.77    2.71   \n",
       "600601     523075.31    337841.63    34737.42    ...      1.69    1.93   \n",
       "600651     898179.31    125748.05   151194.47    ...      4.00    2.38   \n",
       "600653     520111.19    182337.06    34651.37    ...      1.08    2.25   \n",
       "600654     492876.66     71476.05   100610.03    ...      2.27    1.52   \n",
       "000004      15411.35      3121.76       66.48    ...      1.37   17.03   \n",
       "000002   89974888.00    685739.06   905915.63    ...     10.54    3.08   \n",
       "000001          0.00    788300.00  5646500.00    ...     11.54    1.04   \n",
       "000009    1851290.75    365882.25    31696.99    ...      2.16    2.97   \n",
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       "600606   69979480.00   1059679.00   900962.50    ...      4.78    1.61   \n",
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       "000011     455163.09      2932.87    11995.15    ...      4.83    3.38   \n",
       "000017       5541.60       349.78    62783.43    ...      0.02  256.91   \n",
       "000007      19406.73      8115.27    15702.40    ...      1.10   13.40   \n",
       "000006    1116878.63       296.15    48432.15    ...      3.78    2.30   \n",
       "000020      41366.73      7777.15    14658.72    ...      1.13   15.75   \n",
       "000008     501960.81     21886.40   288451.72    ...      2.22    3.34   \n",
       "000014     134120.81      1851.85      996.57    ...      3.66    3.08   \n",
       "000018     939465.88     14001.40  -130357.20    ...      1.20    5.00   \n",
       "600609     918329.31     99451.81   110021.02    ...     -0.39  -14.91   \n",
       "...              ...          ...         ...    ...       ...     ...   \n",
       "002923      35518.10         0.00        0.00    ...      6.22    5.90   \n",
       "300664      73137.24         0.00        0.00    ...      5.55    3.57   \n",
       "300736      18568.92       680.90     3810.10    ...      5.00    8.69   \n",
       "002925     201431.20     14908.24     9387.63    ...      4.39   22.52   \n",
       "603056     362515.31    152871.45        0.00    ...      3.35    7.55   \n",
       "300733          0.00         0.00        0.00    ...      4.91    4.97   \n",
       "601828    1602542.13     15440.11   536127.06    ...     10.75    1.66   \n",
       "300624       8821.16         0.00        0.00    ...      4.28   18.83   \n",
       "300738          0.00         0.00        0.00    ...      5.24   13.50   \n",
       "603895          0.00         0.00        0.00    ...      4.84   11.92   \n",
       "603356      32024.01         0.00        0.00    ...      3.30    8.86   \n",
       "300737     171179.17     26359.14    58892.38    ...      3.15    5.03   \n",
       "601838          0.00    102515.20   402383.19    ...      7.68    1.68   \n",
       "300739      54019.57     36262.06    26068.90    ...      5.45    7.84   \n",
       "603506          0.00         0.00        0.00    ...      4.35    9.07   \n",
       "603516          0.00         0.00        0.00    ...      3.89   15.47   \n",
       "002926          0.00         0.00        0.00    ...      6.08    2.48   \n",
       "300644      60597.23     18706.01     7448.47    ...      8.83    5.69   \n",
       "603871      62979.11     13814.36    13638.36    ...      8.99    8.76   \n",
       "603709          0.00         0.00        0.00    ...      2.42   15.51   \n",
       "300740      71829.68     10485.24    11904.90    ...      4.50   10.41   \n",
       "603156     634560.81     66841.34        0.00    ...     13.24    6.24   \n",
       "002927      35037.03         0.00        0.00    ...      4.85   11.38   \n",
       "603712     277392.63     57633.35    63780.73    ...      2.29    8.18   \n",
       "603680     394765.72     58971.98    43780.80    ...      5.04    9.06   \n",
       "002929     227159.88      6207.73    20553.17    ...      7.18    7.64   \n",
       "600901          0.00     56044.36   103792.31    ...      2.59    4.52   \n",
       "300741     457391.06     27562.10   235606.55    ...     10.11    5.34   \n",
       "603059      27994.39     11581.01    10501.50    ...      5.68    8.75   \n",
       "002928     172783.70    292229.34    23364.48    ...      3.19   13.75   \n",
       "\n",
       "        timeToMarket        undp  perundp     rev   profit    gpr    npr  \\\n",
       "code                                                                       \n",
       "002930             0    38270.21     0.00   -0.74    10.33  56.59  25.41   \n",
       "300634             0    19710.35     0.00   33.46    44.54  48.01  21.36   \n",
       "600929             0    71625.13     0.00    1.30    15.06  47.71   7.24   \n",
       "000005      19901210   -47732.80    -0.45  -10.35  -112.12  29.86  -5.16   \n",
       "600652      19901219    41604.71     0.50  -39.02    50.37  67.18  30.63   \n",
       "600602      19901219    47861.01     0.35   -5.74   -27.53  17.79   6.16   \n",
       "600601      19901219   110748.82     0.50  -20.36   -71.02  17.81  -5.86   \n",
       "600651      19901219   140119.48     1.41   20.65   374.60  25.89   8.68   \n",
       "600653      19901219   -21044.57    -0.11  -43.76   -71.81   0.27  -7.94   \n",
       "600654      19901219    38456.42     0.30   -2.73  -141.07  24.37  -5.05   \n",
       "000004      19910114     1968.00     0.23  -67.37  -136.97  50.38  -7.65   \n",
       "000002      19910129  6357034.00     5.76    0.04    34.23  31.73   9.47   \n",
       "000001      19910403  7970900.00     4.64   -2.60     2.32   0.00  23.99   \n",
       "000009      19910625   185014.06     0.86   16.33   -14.21  34.57   3.70   \n",
       "600603      19920113   299116.66     3.40   11.28     0.03  78.14  36.47   \n",
       "000012      19920228   408042.75     1.64   19.45    -0.54  25.18   9.13   \n",
       "000016      19920327   -29831.75    -0.12   37.94   390.64  10.57   0.64   \n",
       "600604      19920327    74942.30     0.40  -45.09   -50.16  34.84  13.87   \n",
       "600605      19920327    17687.97     1.20    9.97   -36.78   3.26   0.78   \n",
       "600606      19920327  3504678.50     2.88   19.92    10.86  13.92   3.64   \n",
       "600608      19920327   -85092.43    -2.59  181.50    -7.55   1.38 -10.33   \n",
       "000011      19920330   191052.25     3.21  400.78  8099.55  46.47  21.72   \n",
       "000017      19920331  -119885.02    -2.17  -20.37  -165.53   7.03  -1.43   \n",
       "000007      19920413   -13167.25    -0.38   20.69   -40.60  66.68  30.32   \n",
       "000006      19920427   200825.06     1.49  102.43   196.23  30.48  14.62   \n",
       "000020      19920428   -18709.31    -0.66   47.15   -92.28   9.12   0.05   \n",
       "000008      19920507    76263.90     0.27   -2.80   -43.79  50.06  12.45   \n",
       "000014      19920602    30735.21     1.52  149.31   125.36  15.50   1.04   \n",
       "000018      19920616   146437.02     0.86   44.89    35.39  21.94   8.76   \n",
       "600609      19920724  -303538.72    -2.78   17.35  -619.61  14.73 -11.95   \n",
       "...              ...         ...      ...     ...      ...    ...    ...   \n",
       "002923      20180105        0.00     0.00    0.00     0.00  61.74  12.26   \n",
       "300664      20180105        0.00     0.00    0.00     0.00   0.00  34.00   \n",
       "300736      20180109    10620.51     1.96    0.00     0.00  33.02   6.24   \n",
       "002925      20180115    87310.40     1.92    0.00     0.00  48.90  32.26   \n",
       "603056      20180116   183779.47     1.91    0.00     0.00  12.93   2.44   \n",
       "300733      20180116        0.00     0.00    0.00     0.00   0.00  15.61   \n",
       "601828      20180117  2741351.50     6.96    0.00     0.00  69.89  36.78   \n",
       "300624      20180118        0.00     0.00    0.00     0.00   0.00  15.58   \n",
       "300738      20180119        0.00     0.00    0.00     0.00   0.00  17.33   \n",
       "603895      20180122        0.00     0.00    0.00     0.00   0.00  16.74   \n",
       "603356      20180124        0.00     0.00    0.00     0.00   0.00  10.20   \n",
       "300737      20180125    29041.74     0.48    0.00     0.00  38.34  11.81   \n",
       "601838      20180131  1029206.69     2.85    0.00     0.00   0.00  43.06   \n",
       "300739      20180201    14147.72     1.15    0.00     0.00  32.15  11.74   \n",
       "603506      20180201        0.00     0.00    0.00     0.00   0.00   8.71   \n",
       "603516      20180202        0.00     0.00    0.00     0.00   0.00  38.54   \n",
       "002926      20180205        0.00     0.00    0.00     0.00   0.00  41.90   \n",
       "300644      20180206    25969.65     4.06   13.33   -28.26  17.55   5.51   \n",
       "603871      20180206    32877.64     4.11    0.00     0.00  10.15   7.07   \n",
       "603709      20180208        0.00     0.00    0.00     0.00   0.00   9.68   \n",
       "300740      20180208    29267.01     1.83   40.61   114.85  52.63   9.63   \n",
       "603156      20180212   580935.38    10.80    0.00     0.00  47.63  28.72   \n",
       "002927      20180223        0.00     0.00    0.00     0.00   0.00  18.51   \n",
       "603712      20180226    20558.85     0.27    0.00     0.00  49.57   8.39   \n",
       "603680      20180227    83832.84     2.00    0.00     0.00  38.62  19.57   \n",
       "002929      20180301    70067.05     3.17   21.16    33.88  25.32   8.62   \n",
       "600901      20180301   186222.80     0.62    0.00     0.00   0.00  57.45   \n",
       "300741      20180301   240958.80     3.91  -15.96    -9.13  78.44  52.24   \n",
       "603059      20180302    16202.45     2.03    6.92    27.64  26.26  12.94   \n",
       "002928      20180302    49540.18     1.24   35.17     8.23  21.53  10.85   \n",
       "\n",
       "         holders  \n",
       "code              \n",
       "002930       0.0  \n",
       "300634       0.0  \n",
       "600929       0.0  \n",
       "000005  129430.0  \n",
       "600652   95218.0  \n",
       "600602  115346.0  \n",
       "600601  245466.0  \n",
       "600651   67087.0  \n",
       "600653  196668.0  \n",
       "600654  131349.0  \n",
       "000004   12388.0  \n",
       "000002  208975.0  \n",
       "000001  331474.0  \n",
       "000009  186467.0  \n",
       "600603   29630.0  \n",
       "000012  156484.0  \n",
       "000016   89197.0  \n",
       "600604   97509.0  \n",
       "600605   11472.0  \n",
       "600606  160918.0  \n",
       "600608   23800.0  \n",
       "000011   41264.0  \n",
       "000017   52397.0  \n",
       "000007   14453.0  \n",
       "000006   80457.0  \n",
       "000020   24634.0  \n",
       "000008   64328.0  \n",
       "000014   21474.0  \n",
       "000018   73285.0  \n",
       "600609   59568.0  \n",
       "...          ...  \n",
       "002923   51368.0  \n",
       "300664   65566.0  \n",
       "300736   12000.0  \n",
       "002925  140939.0  \n",
       "603056   88497.0  \n",
       "300733   77780.0  \n",
       "601828  261197.0  \n",
       "300624   40002.0  \n",
       "300738   32672.0  \n",
       "603895   19298.0  \n",
       "603356   33471.0  \n",
       "300737  281200.0  \n",
       "601838  299572.0  \n",
       "300739   61548.0  \n",
       "603506   18531.0  \n",
       "603516   25503.0  \n",
       "002926  935684.0  \n",
       "300644   31946.0  \n",
       "603871   20000.0  \n",
       "603709   19998.0  \n",
       "300740   78015.0  \n",
       "603156   41616.0  \n",
       "002927   48823.0  \n",
       "603712   88473.0  \n",
       "603680   40917.0  \n",
       "002929  105228.0  \n",
       "600901  575923.0  \n",
       "300741  116925.0  \n",
       "603059   19999.0  \n",
       "002928   78828.0  \n",
       "\n",
       "[3502 rows x 22 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.sort_values(by='timeToMarket')  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Getting data:]##########################################################"
     ]
    }
   ],
   "source": [
    "df20173 = ts.get_report_data(2017,3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = ts.get_stock_basics(\"2018-01-04\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
       "      <th>reserved</th>\n",
       "      <th>...</th>\n",
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       "      <th>undp</th>\n",
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       "  <tbody>\n",
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       "      <th>000836</th>\n",
       "      <td>鑫茂科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>天津</td>\n",
       "      <td>66.63</td>\n",
       "      <td>11.83</td>\n",
       "      <td>12.08</td>\n",
       "      <td>273369.34</td>\n",
       "      <td>171673.77</td>\n",
       "      <td>41673.23</td>\n",
       "      <td>20100.76</td>\n",
       "      <td>...</td>\n",
       "      <td>1.44</td>\n",
       "      <td>3.24</td>\n",
       "      <td>19970929</td>\n",
       "      <td>27974.30</td>\n",
       "      <td>0.23</td>\n",
       "      <td>12.39</td>\n",
       "      <td>119.71</td>\n",
       "      <td>12.61</td>\n",
       "      <td>4.34</td>\n",
       "      <td>31199.0</td>\n",
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       "    <tr>\n",
       "      <th>600191</th>\n",
       "      <td>华资实业</td>\n",
       "      <td>食品</td>\n",
       "      <td>内蒙</td>\n",
       "      <td>89.71</td>\n",
       "      <td>4.85</td>\n",
       "      <td>4.85</td>\n",
       "      <td>261745.25</td>\n",
       "      <td>24064.46</td>\n",
       "      <td>12206.51</td>\n",
       "      <td>63282.95</td>\n",
       "      <td>...</td>\n",
       "      <td>4.61</td>\n",
       "      <td>1.83</td>\n",
       "      <td>19981210</td>\n",
       "      <td>34750.84</td>\n",
       "      <td>0.72</td>\n",
       "      <td>373.98</td>\n",
       "      <td>114.10</td>\n",
       "      <td>0.86</td>\n",
       "      <td>20.82</td>\n",
       "      <td>40166.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603128</th>\n",
       "      <td>华贸物流</td>\n",
       "      <td>仓储物流</td>\n",
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       "      <td>192544.17</td>\n",
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       "      <td>4894709.50</td>\n",
       "      <td>1237173.88</td>\n",
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       "      <td>3.16</td>\n",
       "      <td>8.82</td>\n",
       "      <td>98.39</td>\n",
       "      <td>9.79</td>\n",
       "      <td>-1.24</td>\n",
       "      <td>71530.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603655</th>\n",
       "      <td>朗博科技</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>39.46</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.06</td>\n",
       "      <td>33882.87</td>\n",
       "      <td>17456.89</td>\n",
       "      <td>14246.38</td>\n",
       "      <td>16674.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.86</td>\n",
       "      <td>3.21</td>\n",
       "      <td>20171229</td>\n",
       "      <td>5691.89</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.18</td>\n",
       "      <td>18.79</td>\n",
       "      <td>28308.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300407</th>\n",
       "      <td>凯发电气</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>天津</td>\n",
       "      <td>44.37</td>\n",
       "      <td>1.52</td>\n",
       "      <td>2.76</td>\n",
       "      <td>199450.38</td>\n",
       "      <td>169008.11</td>\n",
       "      <td>18531.92</td>\n",
       "      <td>15579.13</td>\n",
       "      <td>...</td>\n",
       "      <td>3.54</td>\n",
       "      <td>3.66</td>\n",
       "      <td>20141203</td>\n",
       "      <td>52370.42</td>\n",
       "      <td>1.90</td>\n",
       "      <td>243.38</td>\n",
       "      <td>-37.82</td>\n",
       "      <td>25.31</td>\n",
       "      <td>5.98</td>\n",
       "      <td>21098.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603969</th>\n",
       "      <td>银龙股份</td>\n",
       "      <td>其他建材</td>\n",
       "      <td>天津</td>\n",
       "      <td>46.98</td>\n",
       "      <td>1.53</td>\n",
       "      <td>4.00</td>\n",
       "      <td>204387.56</td>\n",
       "      <td>153701.27</td>\n",
       "      <td>27718.10</td>\n",
       "      <td>67153.43</td>\n",
       "      <td>...</td>\n",
       "      <td>4.00</td>\n",
       "      <td>3.59</td>\n",
       "      <td>20150227</td>\n",
       "      <td>45419.00</td>\n",
       "      <td>1.14</td>\n",
       "      <td>50.13</td>\n",
       "      <td>-7.58</td>\n",
       "      <td>17.50</td>\n",
       "      <td>6.17</td>\n",
       "      <td>48984.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300684</th>\n",
       "      <td>中石科技</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>北京</td>\n",
       "      <td>40.67</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>61019.13</td>\n",
       "      <td>33648.35</td>\n",
       "      <td>24754.74</td>\n",
       "      <td>12281.78</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>3.40</td>\n",
       "      <td>20171227</td>\n",
       "      <td>15325.42</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.84</td>\n",
       "      <td>10.49</td>\n",
       "      <td>45590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603329</th>\n",
       "      <td>上海雅仕</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>39.09</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.32</td>\n",
       "      <td>84900.68</td>\n",
       "      <td>72657.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.99</td>\n",
       "      <td>5.06</td>\n",
       "      <td>20171229</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.37</td>\n",
       "      <td>35041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002430</th>\n",
       "      <td>杭氧股份</td>\n",
       "      <td>化工机械</td>\n",
       "      <td>浙江</td>\n",
       "      <td>56.38</td>\n",
       "      <td>8.32</td>\n",
       "      <td>9.65</td>\n",
       "      <td>1119679.13</td>\n",
       "      <td>589913.56</td>\n",
       "      <td>432167.34</td>\n",
       "      <td>168690.73</td>\n",
       "      <td>...</td>\n",
       "      <td>4.70</td>\n",
       "      <td>3.44</td>\n",
       "      <td>20100610</td>\n",
       "      <td>155103.19</td>\n",
       "      <td>1.61</td>\n",
       "      <td>30.49</td>\n",
       "      <td>249.53</td>\n",
       "      <td>20.36</td>\n",
       "      <td>4.46</td>\n",
       "      <td>27548.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600293</th>\n",
       "      <td>三峡新材</td>\n",
       "      <td>玻璃</td>\n",
       "      <td>湖北</td>\n",
       "      <td>27.29</td>\n",
       "      <td>5.17</td>\n",
       "      <td>11.62</td>\n",
       "      <td>677747.38</td>\n",
       "      <td>327576.50</td>\n",
       "      <td>137012.30</td>\n",
       "      <td>203994.27</td>\n",
       "      <td>...</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2.78</td>\n",
       "      <td>20000919</td>\n",
       "      <td>37081.15</td>\n",
       "      <td>0.32</td>\n",
       "      <td>1003.30</td>\n",
       "      <td>1217.91</td>\n",
       "      <td>8.01</td>\n",
       "      <td>3.05</td>\n",
       "      <td>36506.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603501</th>\n",
       "      <td>韦尔股份</td>\n",
       "      <td>半导体</td>\n",
       "      <td>上海</td>\n",
       "      <td>155.33</td>\n",
       "      <td>0.42</td>\n",
       "      <td>4.56</td>\n",
       "      <td>204200.45</td>\n",
       "      <td>169034.19</td>\n",
       "      <td>17705.68</td>\n",
       "      <td>20316.35</td>\n",
       "      <td>...</td>\n",
       "      <td>2.73</td>\n",
       "      <td>16.69</td>\n",
       "      <td>20170504</td>\n",
       "      <td>47177.93</td>\n",
       "      <td>1.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.10</td>\n",
       "      <td>6.20</td>\n",
       "      <td>22138.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600663</th>\n",
       "      <td>陆家嘴</td>\n",
       "      <td>园区开发</td>\n",
       "      <td>上海</td>\n",
       "      <td>36.73</td>\n",
       "      <td>24.45</td>\n",
       "      <td>33.62</td>\n",
       "      <td>8225101.50</td>\n",
       "      <td>3830300.75</td>\n",
       "      <td>67686.55</td>\n",
       "      <td>3889.81</td>\n",
       "      <td>...</td>\n",
       "      <td>4.14</td>\n",
       "      <td>5.15</td>\n",
       "      <td>19930628</td>\n",
       "      <td>755762.44</td>\n",
       "      <td>2.25</td>\n",
       "      <td>-6.42</td>\n",
       "      <td>-10.62</td>\n",
       "      <td>52.66</td>\n",
       "      <td>20.00</td>\n",
       "      <td>116066.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603080</th>\n",
       "      <td>新疆火炬</td>\n",
       "      <td>供气供热</td>\n",
       "      <td>新疆</td>\n",
       "      <td>46.22</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.42</td>\n",
       "      <td>61963.46</td>\n",
       "      <td>18803.98</td>\n",
       "      <td>25854.02</td>\n",
       "      <td>8874.42</td>\n",
       "      <td>...</td>\n",
       "      <td>4.65</td>\n",
       "      <td>4.63</td>\n",
       "      <td>20180103</td>\n",
       "      <td>27681.71</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.34</td>\n",
       "      <td>22.88</td>\n",
       "      <td>35780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300409</th>\n",
       "      <td>道氏技术</td>\n",
       "      <td>陶瓷</td>\n",
       "      <td>广东</td>\n",
       "      <td>80.12</td>\n",
       "      <td>1.31</td>\n",
       "      <td>2.15</td>\n",
       "      <td>339460.72</td>\n",
       "      <td>226121.42</td>\n",
       "      <td>42296.15</td>\n",
       "      <td>63494.30</td>\n",
       "      <td>...</td>\n",
       "      <td>5.86</td>\n",
       "      <td>9.41</td>\n",
       "      <td>20141203</td>\n",
       "      <td>37575.64</td>\n",
       "      <td>1.75</td>\n",
       "      <td>96.39</td>\n",
       "      <td>34.23</td>\n",
       "      <td>32.24</td>\n",
       "      <td>10.01</td>\n",
       "      <td>17537.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603225</th>\n",
       "      <td>新凤鸣</td>\n",
       "      <td>化纤</td>\n",
       "      <td>浙江</td>\n",
       "      <td>19.50</td>\n",
       "      <td>0.77</td>\n",
       "      <td>6.02</td>\n",
       "      <td>1049362.63</td>\n",
       "      <td>368936.09</td>\n",
       "      <td>564788.63</td>\n",
       "      <td>193685.11</td>\n",
       "      <td>...</td>\n",
       "      <td>9.96</td>\n",
       "      <td>4.04</td>\n",
       "      <td>20170418</td>\n",
       "      <td>334872.19</td>\n",
       "      <td>5.56</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.99</td>\n",
       "      <td>5.52</td>\n",
       "      <td>40472.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603283</th>\n",
       "      <td>赛腾股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>江苏</td>\n",
       "      <td>27.86</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>87999.36</td>\n",
       "      <td>72952.13</td>\n",
       "      <td>7978.27</td>\n",
       "      <td>5622.12</td>\n",
       "      <td>...</td>\n",
       "      <td>3.12</td>\n",
       "      <td>6.20</td>\n",
       "      <td>20171225</td>\n",
       "      <td>17066.89</td>\n",
       "      <td>1.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.08</td>\n",
       "      <td>17.79</td>\n",
       "      <td>41762.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600848</th>\n",
       "      <td>上海临港</td>\n",
       "      <td>园区开发</td>\n",
       "      <td>上海</td>\n",
       "      <td>71.81</td>\n",
       "      <td>4.00</td>\n",
       "      <td>11.20</td>\n",
       "      <td>1239929.88</td>\n",
       "      <td>966894.19</td>\n",
       "      <td>4389.56</td>\n",
       "      <td>423993.44</td>\n",
       "      <td>...</td>\n",
       "      <td>5.71</td>\n",
       "      <td>4.39</td>\n",
       "      <td>19940324</td>\n",
       "      <td>97563.13</td>\n",
       "      <td>0.87</td>\n",
       "      <td>43.95</td>\n",
       "      <td>52.65</td>\n",
       "      <td>52.40</td>\n",
       "      <td>21.13</td>\n",
       "      <td>51214.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000856</th>\n",
       "      <td>冀东装备</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>河北</td>\n",
       "      <td>8316.83</td>\n",
       "      <td>2.27</td>\n",
       "      <td>2.27</td>\n",
       "      <td>175849.23</td>\n",
       "      <td>138588.63</td>\n",
       "      <td>7461.46</td>\n",
       "      <td>38870.01</td>\n",
       "      <td>...</td>\n",
       "      <td>1.29</td>\n",
       "      <td>19.59</td>\n",
       "      <td>19980813</td>\n",
       "      <td>-35858.09</td>\n",
       "      <td>-1.58</td>\n",
       "      <td>60.19</td>\n",
       "      <td>-99.10</td>\n",
       "      <td>9.83</td>\n",
       "      <td>0.04</td>\n",
       "      <td>66244.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000732</th>\n",
       "      <td>泰禾集团</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>福建</td>\n",
       "      <td>16.46</td>\n",
       "      <td>12.43</td>\n",
       "      <td>12.44</td>\n",
       "      <td>18358690.00</td>\n",
       "      <td>15928627.00</td>\n",
       "      <td>209286.56</td>\n",
       "      <td>462732.41</td>\n",
       "      <td>...</td>\n",
       "      <td>12.28</td>\n",
       "      <td>2.05</td>\n",
       "      <td>19970704</td>\n",
       "      <td>590107.81</td>\n",
       "      <td>4.74</td>\n",
       "      <td>39.73</td>\n",
       "      <td>17.71</td>\n",
       "      <td>27.04</td>\n",
       "      <td>8.94</td>\n",
       "      <td>18350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002883</th>\n",
       "      <td>中设股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>66.11</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.53</td>\n",
       "      <td>42931.45</td>\n",
       "      <td>38665.80</td>\n",
       "      <td>1968.18</td>\n",
       "      <td>20463.71</td>\n",
       "      <td>...</td>\n",
       "      <td>6.85</td>\n",
       "      <td>8.29</td>\n",
       "      <td>20170620</td>\n",
       "      <td>10092.40</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.81</td>\n",
       "      <td>20.65</td>\n",
       "      <td>7890.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300675</th>\n",
       "      <td>建科院</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>深圳</td>\n",
       "      <td>1146.68</td>\n",
       "      <td>0.37</td>\n",
       "      <td>1.47</td>\n",
       "      <td>64670.91</td>\n",
       "      <td>40249.65</td>\n",
       "      <td>7192.55</td>\n",
       "      <td>12654.12</td>\n",
       "      <td>...</td>\n",
       "      <td>2.63</td>\n",
       "      <td>12.90</td>\n",
       "      <td>20170719</td>\n",
       "      <td>10327.90</td>\n",
       "      <td>0.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.02</td>\n",
       "      <td>1.52</td>\n",
       "      <td>30936.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002916</th>\n",
       "      <td>深南电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>59.47</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.80</td>\n",
       "      <td>594001.94</td>\n",
       "      <td>255038.63</td>\n",
       "      <td>281201.25</td>\n",
       "      <td>92537.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.53</td>\n",
       "      <td>11.25</td>\n",
       "      <td>20171213</td>\n",
       "      <td>59876.44</td>\n",
       "      <td>2.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.21</td>\n",
       "      <td>8.04</td>\n",
       "      <td>132188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300191</th>\n",
       "      <td>潜能恒信</td>\n",
       "      <td>石油开采</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>2.07</td>\n",
       "      <td>3.20</td>\n",
       "      <td>126696.17</td>\n",
       "      <td>82955.68</td>\n",
       "      <td>14802.37</td>\n",
       "      <td>54950.80</td>\n",
       "      <td>...</td>\n",
       "      <td>3.60</td>\n",
       "      <td>7.10</td>\n",
       "      <td>20110316</td>\n",
       "      <td>20859.71</td>\n",
       "      <td>0.65</td>\n",
       "      <td>-25.86</td>\n",
       "      <td>-297.30</td>\n",
       "      <td>9.93</td>\n",
       "      <td>-41.90</td>\n",
       "      <td>21322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601313</th>\n",
       "      <td>江南嘉捷</td>\n",
       "      <td>运输设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>406.59</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3.97</td>\n",
       "      <td>263963.25</td>\n",
       "      <td>178765.02</td>\n",
       "      <td>51500.55</td>\n",
       "      <td>33821.80</td>\n",
       "      <td>...</td>\n",
       "      <td>4.21</td>\n",
       "      <td>14.55</td>\n",
       "      <td>20120116</td>\n",
       "      <td>79024.88</td>\n",
       "      <td>1.99</td>\n",
       "      <td>-11.52</td>\n",
       "      <td>-65.59</td>\n",
       "      <td>29.48</td>\n",
       "      <td>2.83</td>\n",
       "      <td>25212.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300735</th>\n",
       "      <td>光弘科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>36.18</td>\n",
       "      <td>0.89</td>\n",
       "      <td>3.55</td>\n",
       "      <td>106216.22</td>\n",
       "      <td>48046.23</td>\n",
       "      <td>48601.87</td>\n",
       "      <td>23199.53</td>\n",
       "      <td>...</td>\n",
       "      <td>2.82</td>\n",
       "      <td>6.80</td>\n",
       "      <td>20171229</td>\n",
       "      <td>22749.50</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.77</td>\n",
       "      <td>14.27</td>\n",
       "      <td>166446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600516</th>\n",
       "      <td>方大炭素</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>甘肃</td>\n",
       "      <td>22.23</td>\n",
       "      <td>17.19</td>\n",
       "      <td>17.89</td>\n",
       "      <td>1156291.75</td>\n",
       "      <td>842714.81</td>\n",
       "      <td>144872.88</td>\n",
       "      <td>202290.84</td>\n",
       "      <td>...</td>\n",
       "      <td>4.61</td>\n",
       "      <td>7.25</td>\n",
       "      <td>20020830</td>\n",
       "      <td>415598.28</td>\n",
       "      <td>2.32</td>\n",
       "      <td>206.04</td>\n",
       "      <td>2463.89</td>\n",
       "      <td>74.66</td>\n",
       "      <td>38.61</td>\n",
       "      <td>206494.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002127</th>\n",
       "      <td>南极电商</td>\n",
       "      <td>互联网</td>\n",
       "      <td>江苏</td>\n",
       "      <td>62.29</td>\n",
       "      <td>9.68</td>\n",
       "      <td>16.37</td>\n",
       "      <td>226470.95</td>\n",
       "      <td>150911.69</td>\n",
       "      <td>386.61</td>\n",
       "      <td>52833.80</td>\n",
       "      <td>...</td>\n",
       "      <td>1.15</td>\n",
       "      <td>10.68</td>\n",
       "      <td>20070418</td>\n",
       "      <td>77743.86</td>\n",
       "      <td>0.48</td>\n",
       "      <td>32.57</td>\n",
       "      <td>68.39</td>\n",
       "      <td>84.22</td>\n",
       "      <td>60.50</td>\n",
       "      <td>14505.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002209</th>\n",
       "      <td>达 意 隆</td>\n",
       "      <td>轻工机械</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.91</td>\n",
       "      <td>1.95</td>\n",
       "      <td>159816.38</td>\n",
       "      <td>110185.72</td>\n",
       "      <td>39336.31</td>\n",
       "      <td>22266.34</td>\n",
       "      <td>...</td>\n",
       "      <td>3.09</td>\n",
       "      <td>3.64</td>\n",
       "      <td>20080130</td>\n",
       "      <td>15256.69</td>\n",
       "      <td>0.78</td>\n",
       "      <td>18.20</td>\n",
       "      <td>58.64</td>\n",
       "      <td>25.33</td>\n",
       "      <td>-1.57</td>\n",
       "      <td>13440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603619</th>\n",
       "      <td>中曼石油</td>\n",
       "      <td>石油开采</td>\n",
       "      <td>上海</td>\n",
       "      <td>35.17</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>400210.31</td>\n",
       "      <td>244724.47</td>\n",
       "      <td>120008.07</td>\n",
       "      <td>102862.55</td>\n",
       "      <td>...</td>\n",
       "      <td>6.18</td>\n",
       "      <td>6.40</td>\n",
       "      <td>20171117</td>\n",
       "      <td>96456.88</td>\n",
       "      <td>2.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.92</td>\n",
       "      <td>25.31</td>\n",
       "      <td>38847.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300197</th>\n",
       "      <td>铁汉生态</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>深圳</td>\n",
       "      <td>29.16</td>\n",
       "      <td>9.91</td>\n",
       "      <td>15.20</td>\n",
       "      <td>1622761.88</td>\n",
       "      <td>998053.19</td>\n",
       "      <td>66084.31</td>\n",
       "      <td>203616.73</td>\n",
       "      <td>...</td>\n",
       "      <td>3.59</td>\n",
       "      <td>3.27</td>\n",
       "      <td>20110329</td>\n",
       "      <td>174386.66</td>\n",
       "      <td>1.15</td>\n",
       "      <td>93.62</td>\n",
       "      <td>59.26</td>\n",
       "      <td>26.08</td>\n",
       "      <td>9.74</td>\n",
       "      <td>30921.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300639</th>\n",
       "      <td>凯普生物</td>\n",
       "      <td>医疗保健</td>\n",
       "      <td>广东</td>\n",
       "      <td>69.33</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.91</td>\n",
       "      <td>102456.88</td>\n",
       "      <td>66566.43</td>\n",
       "      <td>25423.01</td>\n",
       "      <td>52872.26</td>\n",
       "      <td>...</td>\n",
       "      <td>10.21</td>\n",
       "      <td>6.48</td>\n",
       "      <td>20170412</td>\n",
       "      <td>32618.90</td>\n",
       "      <td>3.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>84.76</td>\n",
       "      <td>19.41</td>\n",
       "      <td>12140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002070</th>\n",
       "      <td>*ST众和</td>\n",
       "      <td>纺织</td>\n",
       "      <td>福建</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.67</td>\n",
       "      <td>6.35</td>\n",
       "      <td>265832.47</td>\n",
       "      <td>118486.31</td>\n",
       "      <td>58933.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.81</td>\n",
       "      <td>6.15</td>\n",
       "      <td>20061012</td>\n",
       "      <td>-14963.80</td>\n",
       "      <td>-0.24</td>\n",
       "      <td>-12.43</td>\n",
       "      <td>-372.97</td>\n",
       "      <td>7.42</td>\n",
       "      <td>-24.19</td>\n",
       "      <td>75030.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002917</th>\n",
       "      <td>金奥博</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>深圳</td>\n",
       "      <td>53.41</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.13</td>\n",
       "      <td>44838.18</td>\n",
       "      <td>38593.87</td>\n",
       "      <td>2051.57</td>\n",
       "      <td>8036.18</td>\n",
       "      <td>...</td>\n",
       "      <td>3.53</td>\n",
       "      <td>8.85</td>\n",
       "      <td>20171208</td>\n",
       "      <td>12435.57</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>35.30</td>\n",
       "      <td>16.46</td>\n",
       "      <td>57326.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600289</th>\n",
       "      <td>ST信通</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>黑龙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.66</td>\n",
       "      <td>6.31</td>\n",
       "      <td>377784.06</td>\n",
       "      <td>286421.31</td>\n",
       "      <td>42826.46</td>\n",
       "      <td>141070.09</td>\n",
       "      <td>...</td>\n",
       "      <td>4.96</td>\n",
       "      <td>1.72</td>\n",
       "      <td>20000720</td>\n",
       "      <td>80896.53</td>\n",
       "      <td>1.28</td>\n",
       "      <td>5.10</td>\n",
       "      <td>-408.99</td>\n",
       "      <td>65.71</td>\n",
       "      <td>-7.06</td>\n",
       "      <td>56425.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600074</th>\n",
       "      <td>ST保千里</td>\n",
       "      <td>电脑设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>38.33</td>\n",
       "      <td>10.18</td>\n",
       "      <td>24.38</td>\n",
       "      <td>1057100.63</td>\n",
       "      <td>508550.06</td>\n",
       "      <td>35429.69</td>\n",
       "      <td>73631.88</td>\n",
       "      <td>...</td>\n",
       "      <td>1.97</td>\n",
       "      <td>4.30</td>\n",
       "      <td>19970623</td>\n",
       "      <td>188260.17</td>\n",
       "      <td>0.77</td>\n",
       "      <td>3.70</td>\n",
       "      <td>-34.48</td>\n",
       "      <td>39.58</td>\n",
       "      <td>13.63</td>\n",
       "      <td>101952.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000790</th>\n",
       "      <td>泰合健康</td>\n",
       "      <td>中成药</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.31</td>\n",
       "      <td>4.31</td>\n",
       "      <td>113058.51</td>\n",
       "      <td>84578.15</td>\n",
       "      <td>24113.50</td>\n",
       "      <td>3823.16</td>\n",
       "      <td>...</td>\n",
       "      <td>1.42</td>\n",
       "      <td>5.03</td>\n",
       "      <td>19980327</td>\n",
       "      <td>5434.16</td>\n",
       "      <td>0.13</td>\n",
       "      <td>10.09</td>\n",
       "      <td>-360.66</td>\n",
       "      <td>50.32</td>\n",
       "      <td>-12.89</td>\n",
       "      <td>31491.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601882</th>\n",
       "      <td>海天精工</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>浙江</td>\n",
       "      <td>66.25</td>\n",
       "      <td>1.26</td>\n",
       "      <td>5.22</td>\n",
       "      <td>215173.41</td>\n",
       "      <td>129047.72</td>\n",
       "      <td>62930.70</td>\n",
       "      <td>28711.75</td>\n",
       "      <td>...</td>\n",
       "      <td>2.18</td>\n",
       "      <td>5.86</td>\n",
       "      <td>20161107</td>\n",
       "      <td>29304.95</td>\n",
       "      <td>0.56</td>\n",
       "      <td>20.79</td>\n",
       "      <td>47.94</td>\n",
       "      <td>24.79</td>\n",
       "      <td>8.17</td>\n",
       "      <td>19953.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300129</th>\n",
       "      <td>泰胜风能</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>26.26</td>\n",
       "      <td>4.91</td>\n",
       "      <td>7.27</td>\n",
       "      <td>323314.50</td>\n",
       "      <td>214867.75</td>\n",
       "      <td>62784.61</td>\n",
       "      <td>70538.61</td>\n",
       "      <td>...</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2.38</td>\n",
       "      <td>20101019</td>\n",
       "      <td>79937.05</td>\n",
       "      <td>1.10</td>\n",
       "      <td>47.43</td>\n",
       "      <td>-3.48</td>\n",
       "      <td>25.58</td>\n",
       "      <td>12.27</td>\n",
       "      <td>44681.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002760</th>\n",
       "      <td>凤形股份</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>安徽</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.88</td>\n",
       "      <td>100701.05</td>\n",
       "      <td>45517.85</td>\n",
       "      <td>38650.98</td>\n",
       "      <td>23660.35</td>\n",
       "      <td>...</td>\n",
       "      <td>6.28</td>\n",
       "      <td>6.27</td>\n",
       "      <td>20150611</td>\n",
       "      <td>19765.68</td>\n",
       "      <td>2.25</td>\n",
       "      <td>38.35</td>\n",
       "      <td>-230.48</td>\n",
       "      <td>15.17</td>\n",
       "      <td>-5.26</td>\n",
       "      <td>10393.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603016</th>\n",
       "      <td>新宏泰</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>90.59</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.49</td>\n",
       "      <td>91675.95</td>\n",
       "      <td>74875.85</td>\n",
       "      <td>11421.01</td>\n",
       "      <td>27593.13</td>\n",
       "      <td>...</td>\n",
       "      <td>5.39</td>\n",
       "      <td>5.11</td>\n",
       "      <td>20160701</td>\n",
       "      <td>33017.42</td>\n",
       "      <td>2.22</td>\n",
       "      <td>1.10</td>\n",
       "      <td>-30.56</td>\n",
       "      <td>39.74</td>\n",
       "      <td>11.84</td>\n",
       "      <td>18682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300730</th>\n",
       "      <td>科创信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>湖南</td>\n",
       "      <td>844.57</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.93</td>\n",
       "      <td>32997.26</td>\n",
       "      <td>24184.00</td>\n",
       "      <td>6611.02</td>\n",
       "      <td>742.65</td>\n",
       "      <td>...</td>\n",
       "      <td>2.51</td>\n",
       "      <td>16.71</td>\n",
       "      <td>20171205</td>\n",
       "      <td>8310.85</td>\n",
       "      <td>0.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.00</td>\n",
       "      <td>2.69</td>\n",
       "      <td>48600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002015</th>\n",
       "      <td>霞客环保</td>\n",
       "      <td>化纤</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.01</td>\n",
       "      <td>4.01</td>\n",
       "      <td>32873.48</td>\n",
       "      <td>22475.50</td>\n",
       "      <td>6752.22</td>\n",
       "      <td>102306.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0.75</td>\n",
       "      <td>10.30</td>\n",
       "      <td>20040708</td>\n",
       "      <td>-114051.92</td>\n",
       "      <td>-2.85</td>\n",
       "      <td>-17.51</td>\n",
       "      <td>87.45</td>\n",
       "      <td>7.54</td>\n",
       "      <td>-1.37</td>\n",
       "      <td>20542.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002840</th>\n",
       "      <td>华统股份</td>\n",
       "      <td>食品</td>\n",
       "      <td>浙江</td>\n",
       "      <td>54.93</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.79</td>\n",
       "      <td>150751.55</td>\n",
       "      <td>47538.73</td>\n",
       "      <td>60167.36</td>\n",
       "      <td>52063.93</td>\n",
       "      <td>...</td>\n",
       "      <td>6.37</td>\n",
       "      <td>5.58</td>\n",
       "      <td>20170110</td>\n",
       "      <td>40862.59</td>\n",
       "      <td>2.29</td>\n",
       "      <td>21.98</td>\n",
       "      <td>35.11</td>\n",
       "      <td>5.21</td>\n",
       "      <td>2.64</td>\n",
       "      <td>11514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002569</th>\n",
       "      <td>步森股份</td>\n",
       "      <td>服饰</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.39</td>\n",
       "      <td>1.40</td>\n",
       "      <td>69154.18</td>\n",
       "      <td>49338.53</td>\n",
       "      <td>4817.50</td>\n",
       "      <td>31881.38</td>\n",
       "      <td>...</td>\n",
       "      <td>3.59</td>\n",
       "      <td>9.09</td>\n",
       "      <td>20110412</td>\n",
       "      <td>1225.72</td>\n",
       "      <td>0.09</td>\n",
       "      <td>6.20</td>\n",
       "      <td>18.66</td>\n",
       "      <td>30.39</td>\n",
       "      <td>-8.70</td>\n",
       "      <td>3440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603506</th>\n",
       "      <td>南都物业</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>72642.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603356</th>\n",
       "      <td>华菱精工</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>安徽</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>52746.38</td>\n",
       "      <td>32024.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603161</th>\n",
       "      <td>科华控股</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>174029.09</td>\n",
       "      <td>75809.77</td>\n",
       "      <td>50636.46</td>\n",
       "      <td>23224.47</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>26920.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.26</td>\n",
       "      <td>12.35</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603056</th>\n",
       "      <td>德邦股份</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>608186.88</td>\n",
       "      <td>362515.31</td>\n",
       "      <td>152871.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>183779.47</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.93</td>\n",
       "      <td>2.44</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601838</th>\n",
       "      <td>成都银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40991660.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>102515.20</td>\n",
       "      <td>402383.19</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1029206.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.06</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601828</th>\n",
       "      <td>美凯龙</td>\n",
       "      <td>其他商业</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9579130.00</td>\n",
       "      <td>1602542.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.78</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600806</th>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.31</td>\n",
       "      <td>193646.66</td>\n",
       "      <td>121889.97</td>\n",
       "      <td>45542.53</td>\n",
       "      <td>1976.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19940103</td>\n",
       "      <td>-45091.93</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>21.07</td>\n",
       "      <td>-23.37</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-51.43</td>\n",
       "      <td>33099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600432</th>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>小金属</td>\n",
       "      <td>吉林</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>16.04</td>\n",
       "      <td>1373541.75</td>\n",
       "      <td>297409.28</td>\n",
       "      <td>768094.25</td>\n",
       "      <td>626871.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20030905</td>\n",
       "      <td>-549617.19</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>9.91</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>15.12</td>\n",
       "      <td>-42.86</td>\n",
       "      <td>70654.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300736</th>\n",
       "      <td>百华悦邦</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26685.90</td>\n",
       "      <td>18568.92</td>\n",
       "      <td>680.90</td>\n",
       "      <td>3810.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10620.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.02</td>\n",
       "      <td>6.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300664</th>\n",
       "      <td>鹏鹞环保</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>366330.94</td>\n",
       "      <td>73137.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300624</th>\n",
       "      <td>万兴科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>西藏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27383.02</td>\n",
       "      <td>8821.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.58</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002923</th>\n",
       "      <td>润都股份</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>64912.15</td>\n",
       "      <td>35518.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.74</td>\n",
       "      <td>12.26</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000950</th>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>重庆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1562395.13</td>\n",
       "      <td>1296451.63</td>\n",
       "      <td>48986.46</td>\n",
       "      <td>259775.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19990916</td>\n",
       "      <td>193228.36</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>758.44</td>\n",
       "      <td>9.07</td>\n",
       "      <td>5.20</td>\n",
       "      <td>30624.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000629</th>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>普钢</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.67</td>\n",
       "      <td>85.90</td>\n",
       "      <td>999802.19</td>\n",
       "      <td>379422.75</td>\n",
       "      <td>442935.09</td>\n",
       "      <td>552790.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19961115</td>\n",
       "      <td>-1146276.50</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-29.09</td>\n",
       "      <td>155.19</td>\n",
       "      <td>20.06</td>\n",
       "      <td>10.35</td>\n",
       "      <td>309056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000511</th>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>11.55</td>\n",
       "      <td>346274.91</td>\n",
       "      <td>312833.03</td>\n",
       "      <td>2405.45</td>\n",
       "      <td>29655.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19930518</td>\n",
       "      <td>-63425.48</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>43.62</td>\n",
       "      <td>-55.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-14.68</td>\n",
       "      <td>164822.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3480 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area       pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                     \n",
       "000836   鑫茂科技     通信设备   天津    66.63        11.83   12.08    273369.34   \n",
       "600191   华资实业       食品   内蒙    89.71         4.85    4.85    261745.25   \n",
       "603128   华贸物流     仓储物流   上海    32.72         9.11   10.05    522291.31   \n",
       "601808   中海油服     石油开采   天津     0.00        29.60   47.72   7364142.50   \n",
       "603655   朗博科技     汽车配件   江苏    39.46         0.27    1.06     33882.87   \n",
       "300407   凯发电气     电气设备   天津    44.37         1.52    2.76    199450.38   \n",
       "603969   银龙股份     其他建材   天津    46.98         1.53    4.00    204387.56   \n",
       "300684   中石科技     化工原料   北京    40.67         0.22    0.87     61019.13   \n",
       "603329   上海雅仕     仓储物流   上海    39.09         0.33    1.32     84900.68   \n",
       "002430   杭氧股份     化工机械   浙江    56.38         8.32    9.65   1119679.13   \n",
       "600293   三峡新材       玻璃   湖北    27.29         5.17   11.62    677747.38   \n",
       "603501   韦尔股份      半导体   上海   155.33         0.42    4.56    204200.45   \n",
       "600663    陆家嘴     园区开发   上海    36.73        24.45   33.62   8225101.50   \n",
       "603080   新疆火炬     供气供热   新疆    46.22         0.36    1.42     61963.46   \n",
       "300409   道氏技术       陶瓷   广东    80.12         1.31    2.15    339460.72   \n",
       "603225    新凤鸣       化纤   浙江    19.50         0.77    6.02   1049362.63   \n",
       "603283   赛腾股份     专用机械   江苏    27.86         0.40    1.60     87999.36   \n",
       "600848   上海临港     园区开发   上海    71.81         4.00   11.20   1239929.88   \n",
       "000856   冀东装备     机械基件   河北  8316.83         2.27    2.27    175849.23   \n",
       "000732   泰禾集团     区域地产   福建    16.46        12.43   12.44  18358690.00   \n",
       "002883   中设股份     建筑施工   江苏    66.11         0.13    0.53     42931.45   \n",
       "300675    建科院     建筑施工   深圳  1146.68         0.37    1.47     64670.91   \n",
       "002916   深南电路      元器件   深圳    59.47         0.70    2.80    594001.94   \n",
       "300191   潜能恒信     石油开采   北京     0.00         2.07    3.20    126696.17   \n",
       "601313   江南嘉捷     运输设备   江苏   406.59         3.97    3.97    263963.25   \n",
       "300735   光弘科技     通信设备   广东    36.18         0.89    3.55    106216.22   \n",
       "600516   方大炭素     矿物制品   甘肃    22.23        17.19   17.89   1156291.75   \n",
       "002127   南极电商      互联网   江苏    62.29         9.68   16.37    226470.95   \n",
       "002209  达 意 隆     轻工机械   广东     0.00         1.91    1.95    159816.38   \n",
       "603619   中曼石油     石油开采   上海    35.17         0.40    4.00    400210.31   \n",
       "...       ...      ...  ...      ...          ...     ...          ...   \n",
       "300197   铁汉生态     环境保护   深圳    29.16         9.91   15.20   1622761.88   \n",
       "300639   凯普生物     医疗保健   广东    69.33         0.22    0.91    102456.88   \n",
       "002070  *ST众和       纺织   福建     0.00         5.67    6.35    265832.47   \n",
       "002917    金奥博     化工原料   深圳    53.41         0.28    1.13     44838.18   \n",
       "600289   ST信通     软件服务  黑龙江     0.00         5.66    6.31    377784.06   \n",
       "600074  ST保千里     电脑设备   江苏    38.33        10.18   24.38   1057100.63   \n",
       "000790   泰合健康      中成药   四川     0.00         4.31    4.31    113058.51   \n",
       "601882   海天精工     机床制造   浙江    66.25         1.26    5.22    215173.41   \n",
       "300129   泰胜风能     电气设备   上海    26.26         4.91    7.27    323314.50   \n",
       "002760   凤形股份     机械基件   安徽     0.00         0.46    0.88    100701.05   \n",
       "603016    新宏泰     电气设备   江苏    90.59         0.70    1.49     91675.95   \n",
       "300730   科创信息     软件服务   湖南   844.57         0.23    0.93     32997.26   \n",
       "002015   霞客环保       化纤   江苏     0.00         4.01    4.01     32873.48   \n",
       "002840   华统股份       食品   浙江    54.93         0.45    1.79    150751.55   \n",
       "002569   步森股份       服饰   浙江     0.00         1.39    1.40     69154.18   \n",
       "603506   南都物业     区域地产   浙江     0.00         0.00    0.00     72642.00   \n",
       "603356   华菱精工     机械基件   安徽     0.00         0.00    0.00     52746.38   \n",
       "603161   科华控股     汽车配件   江苏     0.00         0.00    0.00    174029.09   \n",
       "603056   德邦股份     仓储物流   上海     0.00         0.00    0.00    608186.88   \n",
       "601838   成都银行       银行   四川     0.00         0.00    0.00  40991660.00   \n",
       "601828    美凯龙     其他商业   上海     0.00         0.00    0.00   9579130.00   \n",
       "600806  *ST昆机     机床制造   云南     0.00         3.90    5.31    193646.66   \n",
       "600432  *ST吉恩      小金属   吉林     0.00        16.04   16.04   1373541.75   \n",
       "300736   百华悦邦     通信设备   北京     0.00         0.00    0.00     26685.90   \n",
       "300664   鹏鹞环保     环境保护   江苏     0.00         0.00    0.00    366330.94   \n",
       "300624   万兴科技     软件服务   西藏     0.00         0.00    0.00     27383.02   \n",
       "002923   润都股份     化学制药   广东     0.00         0.00    0.00     64912.15   \n",
       "000950  *ST建峰     农药化肥   重庆     0.00         5.99   17.28   1562395.13   \n",
       "000629  *ST钒钛       普钢   四川     0.00        47.67   85.90    999802.19   \n",
       "000511  *ST烯碳     矿物制品   辽宁     0.00        11.55   11.55    346274.91   \n",
       "\n",
       "        liquidAssets  fixedAssets    reserved    ...      bvps     pb  \\\n",
       "code                                             ...                    \n",
       "000836     171673.77     41673.23    20100.76    ...      1.44   3.24   \n",
       "600191      24064.46     12206.51    63282.95    ...      4.61   1.83   \n",
       "603128     351559.50     46188.17   192544.17    ...      3.63   2.57   \n",
       "601808    1767745.63   4894709.50  1237173.88    ...      7.22   1.62   \n",
       "603655      17456.89     14246.38    16674.90    ...      3.86   3.21   \n",
       "300407     169008.11     18531.92    15579.13    ...      3.54   3.66   \n",
       "603969     153701.27     27718.10    67153.43    ...      4.00   3.59   \n",
       "300684      33648.35     24754.74    12281.78    ...      5.45   3.40   \n",
       "603329      72657.60         0.00        0.00    ...      3.99   5.06   \n",
       "002430     589913.56    432167.34   168690.73    ...      4.70   3.44   \n",
       "600293     327576.50    137012.30   203994.27    ...      3.13   2.78   \n",
       "603501     169034.19     17705.68    20316.35    ...      2.73  16.69   \n",
       "600663    3830300.75     67686.55     3889.81    ...      4.14   5.15   \n",
       "603080      18803.98     25854.02     8874.42    ...      4.65   4.63   \n",
       "300409     226121.42     42296.15    63494.30    ...      5.86   9.41   \n",
       "603225     368936.09    564788.63   193685.11    ...      9.96   4.04   \n",
       "603283      72952.13      7978.27     5622.12    ...      3.12   6.20   \n",
       "600848     966894.19      4389.56   423993.44    ...      5.71   4.39   \n",
       "000856     138588.63      7461.46    38870.01    ...      1.29  19.59   \n",
       "000732   15928627.00    209286.56   462732.41    ...     12.28   2.05   \n",
       "002883      38665.80      1968.18    20463.71    ...      6.85   8.29   \n",
       "300675      40249.65      7192.55    12654.12    ...      2.63  12.90   \n",
       "002916     255038.63    281201.25    92537.00    ...      8.53  11.25   \n",
       "300191      82955.68     14802.37    54950.80    ...      3.60   7.10   \n",
       "601313     178765.02     51500.55    33821.80    ...      4.21  14.55   \n",
       "300735      48046.23     48601.87    23199.53    ...      2.82   6.80   \n",
       "600516     842714.81    144872.88   202290.84    ...      4.61   7.25   \n",
       "002127     150911.69       386.61    52833.80    ...      1.15  10.68   \n",
       "002209     110185.72     39336.31    22266.34    ...      3.09   3.64   \n",
       "603619     244724.47    120008.07   102862.55    ...      6.18   6.40   \n",
       "...              ...          ...         ...    ...       ...    ...   \n",
       "300197     998053.19     66084.31   203616.73    ...      3.59   3.27   \n",
       "300639      66566.43     25423.01    52872.26    ...     10.21   6.48   \n",
       "002070     118486.31     58933.80        0.00    ...      0.81   6.15   \n",
       "002917      38593.87      2051.57     8036.18    ...      3.53   8.85   \n",
       "600289     286421.31     42826.46   141070.09    ...      4.96   1.72   \n",
       "600074     508550.06     35429.69    73631.88    ...      1.97   4.30   \n",
       "000790      84578.15     24113.50     3823.16    ...      1.42   5.03   \n",
       "601882     129047.72     62930.70    28711.75    ...      2.18   5.86   \n",
       "300129     214867.75     62784.61    70538.61    ...      3.11   2.38   \n",
       "002760      45517.85     38650.98    23660.35    ...      6.28   6.27   \n",
       "603016      74875.85     11421.01    27593.13    ...      5.39   5.11   \n",
       "300730      24184.00      6611.02      742.65    ...      2.51  16.71   \n",
       "002015      22475.50      6752.22   102306.63    ...      0.75  10.30   \n",
       "002840      47538.73     60167.36    52063.93    ...      6.37   5.58   \n",
       "002569      49338.53      4817.50    31881.38    ...      3.59   9.09   \n",
       "603506          0.00         0.00        0.00    ...      0.00   0.00   \n",
       "603356      32024.01         0.00        0.00    ...      0.00   0.00   \n",
       "603161      75809.77     50636.46    23224.47    ...      0.00   0.00   \n",
       "603056     362515.31    152871.45        0.00    ...      0.00   0.00   \n",
       "601838          0.00    102515.20   402383.19    ...      0.00   0.00   \n",
       "601828    1602542.13         0.00        0.00    ...      0.00   0.00   \n",
       "600806     121889.97     45542.53     1976.50    ...      0.41   0.00   \n",
       "600432     297409.28    768094.25   626871.94    ...      0.88   0.00   \n",
       "300736      18568.92       680.90     3810.10    ...      0.00   0.00   \n",
       "300664      73137.24         0.00        0.00    ...      0.00   0.00   \n",
       "300624       8821.16         0.00        0.00    ...      0.00   0.00   \n",
       "002923      35518.10         0.00        0.00    ...      0.00   0.00   \n",
       "000950    1296451.63     48986.46   259775.59    ...      3.80   0.00   \n",
       "000629     379422.75    442935.09   552790.38    ...      0.48   0.00   \n",
       "000511     312833.03      2405.45    29655.31    ...      0.87   0.00   \n",
       "\n",
       "        timeToMarket        undp  perundp      rev   profit    gpr    npr  \\\n",
       "code                                                                        \n",
       "000836      19970929    27974.30     0.23    12.39   119.71  12.61   4.34   \n",
       "600191      19981210    34750.84     0.72   373.98   114.10   0.86  20.82   \n",
       "603128      20120529    70200.21     0.70    21.92    -0.10  11.62   3.41   \n",
       "601808      20070928  1506550.00     3.16     8.82    98.39   9.79  -1.24   \n",
       "603655      20171229     5691.89     0.54     0.00     0.00  46.18  18.79   \n",
       "300407      20141203    52370.42     1.90   243.38   -37.82  25.31   5.98   \n",
       "603969      20150227    45419.00     1.14    50.13    -7.58  17.50   6.17   \n",
       "300684      20171227    15325.42     1.76     0.00     0.00  34.84  10.49   \n",
       "603329      20171229        0.00     0.00     0.00     0.00   0.00   4.37   \n",
       "002430      20100610   155103.19     1.61    30.49   249.53  20.36   4.46   \n",
       "600293      20000919    37081.15     0.32  1003.30  1217.91   8.01   3.05   \n",
       "603501      20170504    47177.93     1.04     0.00     0.00  19.10   6.20   \n",
       "600663      19930628   755762.44     2.25    -6.42   -10.62  52.66  20.00   \n",
       "603080      20180103    27681.71     1.96     0.00     0.00  41.34  22.88   \n",
       "300409      20141203    37575.64     1.75    96.39    34.23  32.24  10.01   \n",
       "603225      20170418   334872.19     5.56     0.00     0.00  10.99   5.52   \n",
       "603283      20171225    17066.89     1.07     0.00     0.00  51.08  17.79   \n",
       "600848      19940324    97563.13     0.87    43.95    52.65  52.40  21.13   \n",
       "000856      19980813   -35858.09    -1.58    60.19   -99.10   9.83   0.04   \n",
       "000732      19970704   590107.81     4.74    39.73    17.71  27.04   8.94   \n",
       "002883      20170620    10092.40     1.89     0.00     0.00  48.81  20.65   \n",
       "300675      20170719    10327.90     0.70     0.00     0.00  32.02   1.52   \n",
       "002916      20171213    59876.44     2.14     0.00     0.00  22.21   8.04   \n",
       "300191      20110316    20859.71     0.65   -25.86  -297.30   9.93 -41.90   \n",
       "601313      20120116    79024.88     1.99   -11.52   -65.59  29.48   2.83   \n",
       "300735      20171229    22749.50     0.64     0.00     0.00  27.77  14.27   \n",
       "600516      20020830   415598.28     2.32   206.04  2463.89  74.66  38.61   \n",
       "002127      20070418    77743.86     0.48    32.57    68.39  84.22  60.50   \n",
       "002209      20080130    15256.69     0.78    18.20    58.64  25.33  -1.57   \n",
       "603619      20171117    96456.88     2.41     0.00     0.00  48.92  25.31   \n",
       "...              ...         ...      ...      ...      ...    ...    ...   \n",
       "300197      20110329   174386.66     1.15    93.62    59.26  26.08   9.74   \n",
       "300639      20170412    32618.90     3.58     0.00     0.00  84.76  19.41   \n",
       "002070      20061012   -14963.80    -0.24   -12.43  -372.97   7.42 -24.19   \n",
       "002917      20171208    12435.57     1.10     0.00     0.00  35.30  16.46   \n",
       "600289      20000720    80896.53     1.28     5.10  -408.99  65.71  -7.06   \n",
       "600074      19970623   188260.17     0.77     3.70   -34.48  39.58  13.63   \n",
       "000790      19980327     5434.16     0.13    10.09  -360.66  50.32 -12.89   \n",
       "601882      20161107    29304.95     0.56    20.79    47.94  24.79   8.17   \n",
       "300129      20101019    79937.05     1.10    47.43    -3.48  25.58  12.27   \n",
       "002760      20150611    19765.68     2.25    38.35  -230.48  15.17  -5.26   \n",
       "603016      20160701    33017.42     2.22     1.10   -30.56  39.74  11.84   \n",
       "300730      20171205     8310.85     0.89     0.00     0.00  36.00   2.69   \n",
       "002015      20040708  -114051.92    -2.85   -17.51    87.45   7.54  -1.37   \n",
       "002840      20170110    40862.59     2.29    21.98    35.11   5.21   2.64   \n",
       "002569      20110412     1225.72     0.09     6.20    18.66  30.39  -8.70   \n",
       "603506             0        0.00     0.00     0.00     0.00   0.00   8.71   \n",
       "603356             0        0.00     0.00     0.00     0.00   0.00  10.20   \n",
       "603161             0    26920.22     0.00     0.00     0.00  32.26  12.35   \n",
       "603056             0   183779.47     0.00     0.00     0.00  12.93   2.44   \n",
       "601838             0  1029206.69     0.00     0.00     0.00   0.00  43.06   \n",
       "601828             0        0.00     0.00     0.00     0.00   0.00  36.78   \n",
       "600806      19940103   -45091.93    -0.85    21.07   -23.37   3.60 -51.43   \n",
       "600432      20030905  -549617.19    -3.43     9.91   -56.24  15.12 -42.86   \n",
       "300736             0    10620.51     0.00     0.00     0.00  33.02   6.24   \n",
       "300664             0        0.00     0.00     0.00     0.00   0.00  34.00   \n",
       "300624             0        0.00     0.00     0.00     0.00   0.00  15.58   \n",
       "002923             0        0.00     0.00     0.00     0.00  61.74  12.26   \n",
       "000950      19990916   193228.36     1.12     1.16   758.44   9.07   5.20   \n",
       "000629      19961115 -1146276.50    -1.33   -29.09   155.19  20.06  10.35   \n",
       "000511      19930518   -63425.48    -0.55    43.62   -55.46   0.22 -14.68   \n",
       "\n",
       "         holders  \n",
       "code              \n",
       "000836   31199.0  \n",
       "600191   40166.0  \n",
       "603128   52084.0  \n",
       "601808   71530.0  \n",
       "603655   28308.0  \n",
       "300407   21098.0  \n",
       "603969   48984.0  \n",
       "300684   45590.0  \n",
       "603329   35041.0  \n",
       "002430   27548.0  \n",
       "600293   36506.0  \n",
       "603501   22138.0  \n",
       "600663  116066.0  \n",
       "603080   35780.0  \n",
       "300409   17537.0  \n",
       "603225   40472.0  \n",
       "603283   41762.0  \n",
       "600848   51214.0  \n",
       "000856   66244.0  \n",
       "000732   18350.0  \n",
       "002883    7890.0  \n",
       "300675   30936.0  \n",
       "002916  132188.0  \n",
       "300191   21322.0  \n",
       "601313   25212.0  \n",
       "300735  166446.0  \n",
       "600516  206494.0  \n",
       "002127   14505.0  \n",
       "002209   13440.0  \n",
       "603619   38847.0  \n",
       "...          ...  \n",
       "300197   30921.0  \n",
       "300639   12140.0  \n",
       "002070   75030.0  \n",
       "002917   57326.0  \n",
       "600289   56425.0  \n",
       "600074  101952.0  \n",
       "000790   31491.0  \n",
       "601882   19953.0  \n",
       "300129   44681.0  \n",
       "002760   10393.0  \n",
       "603016   18682.0  \n",
       "300730   48600.0  \n",
       "002015   20542.0  \n",
       "002840   11514.0  \n",
       "002569    3440.0  \n",
       "603506       0.0  \n",
       "603356       0.0  \n",
       "603161       0.0  \n",
       "603056       0.0  \n",
       "601838       0.0  \n",
       "601828       0.0  \n",
       "600806   33099.0  \n",
       "600432   70654.0  \n",
       "300736       0.0  \n",
       "300664       0.0  \n",
       "300624       0.0  \n",
       "002923       0.0  \n",
       "000950   30624.0  \n",
       "000629  309056.0  \n",
       "000511  164822.0  \n",
       "\n",
       "[3480 rows x 22 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
       "      <th>reserved</th>\n",
       "      <th>...</th>\n",
       "      <th>bvps</th>\n",
       "      <th>pb</th>\n",
       "      <th>timeToMarket</th>\n",
       "      <th>undp</th>\n",
       "      <th>perundp</th>\n",
       "      <th>rev</th>\n",
       "      <th>profit</th>\n",
       "      <th>gpr</th>\n",
       "      <th>npr</th>\n",
       "      <th>holders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>000718</th>\n",
       "      <td>苏宁环球</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>吉林</td>\n",
       "      <td>23.08</td>\n",
       "      <td>22.89</td>\n",
       "      <td>30.35</td>\n",
       "      <td>1999957.63</td>\n",
       "      <td>1813041.63</td>\n",
       "      <td>13428.05</td>\n",
       "      <td>103756.95</td>\n",
       "      <td>...</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2.21</td>\n",
       "      <td>19970408</td>\n",
       "      <td>318059.34</td>\n",
       "      <td>1.05</td>\n",
       "      <td>-29.87</td>\n",
       "      <td>-33.27</td>\n",
       "      <td>36.84</td>\n",
       "      <td>18.64</td>\n",
       "      <td>88549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000760</th>\n",
       "      <td>斯太尔</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>湖北</td>\n",
       "      <td>58.59</td>\n",
       "      <td>6.54</td>\n",
       "      <td>7.88</td>\n",
       "      <td>273677.09</td>\n",
       "      <td>109188.31</td>\n",
       "      <td>26909.65</td>\n",
       "      <td>149975.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.64</td>\n",
       "      <td>2.53</td>\n",
       "      <td>19970627</td>\n",
       "      <td>-13537.13</td>\n",
       "      <td>-0.17</td>\n",
       "      <td>6.79</td>\n",
       "      <td>165.24</td>\n",
       "      <td>-9.80</td>\n",
       "      <td>55.21</td>\n",
       "      <td>38871.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600596</th>\n",
       "      <td>新安股份</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>浙江</td>\n",
       "      <td>26.54</td>\n",
       "      <td>6.79</td>\n",
       "      <td>7.05</td>\n",
       "      <td>866777.19</td>\n",
       "      <td>349539.91</td>\n",
       "      <td>303296.16</td>\n",
       "      <td>85932.80</td>\n",
       "      <td>...</td>\n",
       "      <td>6.12</td>\n",
       "      <td>1.90</td>\n",
       "      <td>20010906</td>\n",
       "      <td>227665.16</td>\n",
       "      <td>3.23</td>\n",
       "      <td>9.68</td>\n",
       "      <td>1935.53</td>\n",
       "      <td>16.49</td>\n",
       "      <td>4.23</td>\n",
       "      <td>54462.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600093</th>\n",
       "      <td>易见股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>四川</td>\n",
       "      <td>17.47</td>\n",
       "      <td>3.22</td>\n",
       "      <td>11.22</td>\n",
       "      <td>1329209.88</td>\n",
       "      <td>1256731.63</td>\n",
       "      <td>375.16</td>\n",
       "      <td>403888.31</td>\n",
       "      <td>...</td>\n",
       "      <td>5.77</td>\n",
       "      <td>2.21</td>\n",
       "      <td>19970626</td>\n",
       "      <td>121363.10</td>\n",
       "      <td>1.08</td>\n",
       "      <td>-12.56</td>\n",
       "      <td>37.96</td>\n",
       "      <td>7.29</td>\n",
       "      <td>6.33</td>\n",
       "      <td>30574.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300621</th>\n",
       "      <td>维业股份</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>深圳</td>\n",
       "      <td>38.98</td>\n",
       "      <td>0.34</td>\n",
       "      <td>1.39</td>\n",
       "      <td>186181.06</td>\n",
       "      <td>169977.59</td>\n",
       "      <td>2515.88</td>\n",
       "      <td>32017.83</td>\n",
       "      <td>...</td>\n",
       "      <td>5.64</td>\n",
       "      <td>3.83</td>\n",
       "      <td>20170316</td>\n",
       "      <td>26666.50</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.34</td>\n",
       "      <td>4.22</td>\n",
       "      <td>19044.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000014</th>\n",
       "      <td>沙河股份</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>深圳</td>\n",
       "      <td>455.53</td>\n",
       "      <td>2.02</td>\n",
       "      <td>2.02</td>\n",
       "      <td>151625.91</td>\n",
       "      <td>134120.81</td>\n",
       "      <td>1851.85</td>\n",
       "      <td>996.57</td>\n",
       "      <td>...</td>\n",
       "      <td>3.66</td>\n",
       "      <td>3.66</td>\n",
       "      <td>19920602</td>\n",
       "      <td>30735.21</td>\n",
       "      <td>1.52</td>\n",
       "      <td>149.31</td>\n",
       "      <td>125.36</td>\n",
       "      <td>15.50</td>\n",
       "      <td>1.04</td>\n",
       "      <td>21362.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600823</th>\n",
       "      <td>世茂股份</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>上海</td>\n",
       "      <td>12.40</td>\n",
       "      <td>37.51</td>\n",
       "      <td>37.51</td>\n",
       "      <td>8984124.00</td>\n",
       "      <td>5629851.50</td>\n",
       "      <td>169473.67</td>\n",
       "      <td>69001.47</td>\n",
       "      <td>...</td>\n",
       "      <td>5.60</td>\n",
       "      <td>1.10</td>\n",
       "      <td>19940204</td>\n",
       "      <td>1222663.13</td>\n",
       "      <td>3.26</td>\n",
       "      <td>24.63</td>\n",
       "      <td>0.16</td>\n",
       "      <td>39.12</td>\n",
       "      <td>12.06</td>\n",
       "      <td>49232.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002921</th>\n",
       "      <td>联诚精密</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>山东</td>\n",
       "      <td>52.76</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>91568.06</td>\n",
       "      <td>40872.60</td>\n",
       "      <td>37956.15</td>\n",
       "      <td>24143.13</td>\n",
       "      <td>...</td>\n",
       "      <td>7.29</td>\n",
       "      <td>4.44</td>\n",
       "      <td>20171227</td>\n",
       "      <td>13568.35</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.63</td>\n",
       "      <td>8.21</td>\n",
       "      <td>40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600248</th>\n",
       "      <td>延长化建</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>陕西</td>\n",
       "      <td>35.92</td>\n",
       "      <td>6.08</td>\n",
       "      <td>6.16</td>\n",
       "      <td>538699.75</td>\n",
       "      <td>455522.94</td>\n",
       "      <td>53847.11</td>\n",
       "      <td>49564.95</td>\n",
       "      <td>...</td>\n",
       "      <td>3.25</td>\n",
       "      <td>2.06</td>\n",
       "      <td>20000622</td>\n",
       "      <td>73820.31</td>\n",
       "      <td>1.20</td>\n",
       "      <td>23.75</td>\n",
       "      <td>1.85</td>\n",
       "      <td>6.73</td>\n",
       "      <td>3.21</td>\n",
       "      <td>28109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300735</th>\n",
       "      <td>光弘科技</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>43.79</td>\n",
       "      <td>0.89</td>\n",
       "      <td>3.55</td>\n",
       "      <td>106216.22</td>\n",
       "      <td>48046.23</td>\n",
       "      <td>48601.87</td>\n",
       "      <td>23199.53</td>\n",
       "      <td>...</td>\n",
       "      <td>2.82</td>\n",
       "      <td>8.23</td>\n",
       "      <td>20171229</td>\n",
       "      <td>22749.50</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.77</td>\n",
       "      <td>14.27</td>\n",
       "      <td>166446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002864</th>\n",
       "      <td>盘龙药业</td>\n",
       "      <td>中成药</td>\n",
       "      <td>陕西</td>\n",
       "      <td>68.41</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>54193.88</td>\n",
       "      <td>33766.15</td>\n",
       "      <td>10398.67</td>\n",
       "      <td>10890.53</td>\n",
       "      <td>...</td>\n",
       "      <td>5.55</td>\n",
       "      <td>6.27</td>\n",
       "      <td>20171116</td>\n",
       "      <td>17190.42</td>\n",
       "      <td>1.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>69.51</td>\n",
       "      <td>12.11</td>\n",
       "      <td>45481.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002922</th>\n",
       "      <td>伊戈尔</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>50.69</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.32</td>\n",
       "      <td>94519.70</td>\n",
       "      <td>58731.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>5.76</td>\n",
       "      <td>20171229</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.03</td>\n",
       "      <td>65639.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002915</th>\n",
       "      <td>中欣氟材</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>93.35</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.12</td>\n",
       "      <td>48299.94</td>\n",
       "      <td>19818.90</td>\n",
       "      <td>24447.76</td>\n",
       "      <td>4363.41</td>\n",
       "      <td>...</td>\n",
       "      <td>3.54</td>\n",
       "      <td>10.96</td>\n",
       "      <td>20171205</td>\n",
       "      <td>14747.07</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.18</td>\n",
       "      <td>12.97</td>\n",
       "      <td>56771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300542</th>\n",
       "      <td>新晨科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>北京</td>\n",
       "      <td>214.65</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.91</td>\n",
       "      <td>69790.55</td>\n",
       "      <td>58459.45</td>\n",
       "      <td>1190.14</td>\n",
       "      <td>22247.15</td>\n",
       "      <td>...</td>\n",
       "      <td>6.22</td>\n",
       "      <td>5.32</td>\n",
       "      <td>20160920</td>\n",
       "      <td>24093.03</td>\n",
       "      <td>2.64</td>\n",
       "      <td>41.06</td>\n",
       "      <td>8.85</td>\n",
       "      <td>22.48</td>\n",
       "      <td>2.78</td>\n",
       "      <td>13816.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002208</th>\n",
       "      <td>合肥城建</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>安徽</td>\n",
       "      <td>119.96</td>\n",
       "      <td>3.19</td>\n",
       "      <td>3.20</td>\n",
       "      <td>1160278.00</td>\n",
       "      <td>1148314.00</td>\n",
       "      <td>6756.07</td>\n",
       "      <td>29001.14</td>\n",
       "      <td>...</td>\n",
       "      <td>5.10</td>\n",
       "      <td>2.15</td>\n",
       "      <td>20080128</td>\n",
       "      <td>74377.09</td>\n",
       "      <td>2.32</td>\n",
       "      <td>-18.72</td>\n",
       "      <td>-66.96</td>\n",
       "      <td>26.76</td>\n",
       "      <td>1.64</td>\n",
       "      <td>34015.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002382</th>\n",
       "      <td>蓝帆医疗</td>\n",
       "      <td>医疗保健</td>\n",
       "      <td>山东</td>\n",
       "      <td>31.22</td>\n",
       "      <td>4.84</td>\n",
       "      <td>4.94</td>\n",
       "      <td>178231.00</td>\n",
       "      <td>81726.93</td>\n",
       "      <td>68462.05</td>\n",
       "      <td>35898.30</td>\n",
       "      <td>...</td>\n",
       "      <td>2.80</td>\n",
       "      <td>4.79</td>\n",
       "      <td>20100402</td>\n",
       "      <td>52777.80</td>\n",
       "      <td>1.07</td>\n",
       "      <td>19.26</td>\n",
       "      <td>7.70</td>\n",
       "      <td>30.86</td>\n",
       "      <td>13.75</td>\n",
       "      <td>17636.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300664</th>\n",
       "      <td>鹏鹞环保</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>江苏</td>\n",
       "      <td>24.75</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.80</td>\n",
       "      <td>366330.94</td>\n",
       "      <td>73137.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.52</td>\n",
       "      <td>2.55</td>\n",
       "      <td>20180105</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>150095.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600933</th>\n",
       "      <td>爱柯迪</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>29.43</td>\n",
       "      <td>1.38</td>\n",
       "      <td>8.45</td>\n",
       "      <td>287977.84</td>\n",
       "      <td>135828.06</td>\n",
       "      <td>89258.43</td>\n",
       "      <td>49523.55</td>\n",
       "      <td>...</td>\n",
       "      <td>2.86</td>\n",
       "      <td>5.69</td>\n",
       "      <td>20171117</td>\n",
       "      <td>72349.85</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>39.89</td>\n",
       "      <td>22.38</td>\n",
       "      <td>119368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603676</th>\n",
       "      <td>卫信康</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>西藏</td>\n",
       "      <td>77.75</td>\n",
       "      <td>0.63</td>\n",
       "      <td>4.23</td>\n",
       "      <td>93081.96</td>\n",
       "      <td>63901.90</td>\n",
       "      <td>15571.84</td>\n",
       "      <td>25683.25</td>\n",
       "      <td>...</td>\n",
       "      <td>1.97</td>\n",
       "      <td>9.60</td>\n",
       "      <td>20170721</td>\n",
       "      <td>12497.96</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59.47</td>\n",
       "      <td>27.47</td>\n",
       "      <td>29886.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603283</th>\n",
       "      <td>赛腾股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>江苏</td>\n",
       "      <td>33.72</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>87999.36</td>\n",
       "      <td>72952.13</td>\n",
       "      <td>7978.27</td>\n",
       "      <td>5622.12</td>\n",
       "      <td>...</td>\n",
       "      <td>3.12</td>\n",
       "      <td>7.50</td>\n",
       "      <td>20171225</td>\n",
       "      <td>17066.89</td>\n",
       "      <td>1.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.08</td>\n",
       "      <td>17.79</td>\n",
       "      <td>41762.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002906</th>\n",
       "      <td>华阳集团</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>广东</td>\n",
       "      <td>45.23</td>\n",
       "      <td>0.73</td>\n",
       "      <td>4.73</td>\n",
       "      <td>397279.13</td>\n",
       "      <td>285324.50</td>\n",
       "      <td>77893.15</td>\n",
       "      <td>781.62</td>\n",
       "      <td>...</td>\n",
       "      <td>6.18</td>\n",
       "      <td>4.06</td>\n",
       "      <td>20171013</td>\n",
       "      <td>198221.67</td>\n",
       "      <td>4.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.83</td>\n",
       "      <td>6.37</td>\n",
       "      <td>137830.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603080</th>\n",
       "      <td>新疆火炬</td>\n",
       "      <td>供气供热</td>\n",
       "      <td>新疆</td>\n",
       "      <td>55.92</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.42</td>\n",
       "      <td>61963.46</td>\n",
       "      <td>18803.98</td>\n",
       "      <td>25854.02</td>\n",
       "      <td>8874.42</td>\n",
       "      <td>...</td>\n",
       "      <td>4.65</td>\n",
       "      <td>5.60</td>\n",
       "      <td>20180103</td>\n",
       "      <td>27681.71</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.34</td>\n",
       "      <td>22.88</td>\n",
       "      <td>35780.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002923</th>\n",
       "      <td>润都股份</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>广东</td>\n",
       "      <td>29.46</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>64912.15</td>\n",
       "      <td>35518.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>6.22</td>\n",
       "      <td>4.33</td>\n",
       "      <td>20180105</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.74</td>\n",
       "      <td>12.26</td>\n",
       "      <td>51368.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300716</th>\n",
       "      <td>国立科技</td>\n",
       "      <td>塑料</td>\n",
       "      <td>广东</td>\n",
       "      <td>59.28</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.07</td>\n",
       "      <td>72146.30</td>\n",
       "      <td>37835.76</td>\n",
       "      <td>19304.75</td>\n",
       "      <td>25749.32</td>\n",
       "      <td>...</td>\n",
       "      <td>6.09</td>\n",
       "      <td>4.64</td>\n",
       "      <td>20171109</td>\n",
       "      <td>13933.13</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.15</td>\n",
       "      <td>7.44</td>\n",
       "      <td>54627.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002907</th>\n",
       "      <td>华森制药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>重庆</td>\n",
       "      <td>85.76</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>70735.78</td>\n",
       "      <td>40050.03</td>\n",
       "      <td>13501.01</td>\n",
       "      <td>36.72</td>\n",
       "      <td>...</td>\n",
       "      <td>1.54</td>\n",
       "      <td>17.21</td>\n",
       "      <td>20171020</td>\n",
       "      <td>17636.82</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>67.17</td>\n",
       "      <td>21.04</td>\n",
       "      <td>78250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002110</th>\n",
       "      <td>三钢闽光</td>\n",
       "      <td>普钢</td>\n",
       "      <td>福建</td>\n",
       "      <td>10.25</td>\n",
       "      <td>9.91</td>\n",
       "      <td>13.74</td>\n",
       "      <td>1548558.13</td>\n",
       "      <td>812630.44</td>\n",
       "      <td>639460.06</td>\n",
       "      <td>458222.59</td>\n",
       "      <td>...</td>\n",
       "      <td>6.93</td>\n",
       "      <td>3.56</td>\n",
       "      <td>20070126</td>\n",
       "      <td>315408.00</td>\n",
       "      <td>2.30</td>\n",
       "      <td>63.08</td>\n",
       "      <td>373.03</td>\n",
       "      <td>22.52</td>\n",
       "      <td>15.65</td>\n",
       "      <td>39322.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000732</th>\n",
       "      <td>泰禾集团</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>福建</td>\n",
       "      <td>19.91</td>\n",
       "      <td>12.43</td>\n",
       "      <td>12.44</td>\n",
       "      <td>18358690.00</td>\n",
       "      <td>15928627.00</td>\n",
       "      <td>209286.56</td>\n",
       "      <td>462732.41</td>\n",
       "      <td>...</td>\n",
       "      <td>12.28</td>\n",
       "      <td>2.48</td>\n",
       "      <td>19970704</td>\n",
       "      <td>590107.81</td>\n",
       "      <td>4.74</td>\n",
       "      <td>39.73</td>\n",
       "      <td>17.71</td>\n",
       "      <td>27.04</td>\n",
       "      <td>8.94</td>\n",
       "      <td>18350.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300684</th>\n",
       "      <td>中石科技</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>北京</td>\n",
       "      <td>49.23</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>61019.13</td>\n",
       "      <td>33648.35</td>\n",
       "      <td>24754.74</td>\n",
       "      <td>12281.78</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>4.12</td>\n",
       "      <td>20171227</td>\n",
       "      <td>15325.42</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.84</td>\n",
       "      <td>10.49</td>\n",
       "      <td>45590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002714</th>\n",
       "      <td>牧原股份</td>\n",
       "      <td>农业综合</td>\n",
       "      <td>河南</td>\n",
       "      <td>28.39</td>\n",
       "      <td>6.02</td>\n",
       "      <td>11.58</td>\n",
       "      <td>1898300.25</td>\n",
       "      <td>553489.19</td>\n",
       "      <td>908087.69</td>\n",
       "      <td>386489.97</td>\n",
       "      <td>...</td>\n",
       "      <td>8.39</td>\n",
       "      <td>7.05</td>\n",
       "      <td>20140128</td>\n",
       "      <td>435434.69</td>\n",
       "      <td>3.76</td>\n",
       "      <td>83.51</td>\n",
       "      <td>2.85</td>\n",
       "      <td>31.39</td>\n",
       "      <td>25.32</td>\n",
       "      <td>22582.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002920</th>\n",
       "      <td>德赛西威</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>广东</td>\n",
       "      <td>42.23</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.50</td>\n",
       "      <td>442787.56</td>\n",
       "      <td>347101.78</td>\n",
       "      <td>52933.41</td>\n",
       "      <td>19826.17</td>\n",
       "      <td>...</td>\n",
       "      <td>3.56</td>\n",
       "      <td>13.49</td>\n",
       "      <td>20171226</td>\n",
       "      <td>87035.38</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.15</td>\n",
       "      <td>10.54</td>\n",
       "      <td>186251.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300285</th>\n",
       "      <td>国瓷材料</td>\n",
       "      <td>陶瓷</td>\n",
       "      <td>山东</td>\n",
       "      <td>48.80</td>\n",
       "      <td>4.11</td>\n",
       "      <td>5.98</td>\n",
       "      <td>315695.13</td>\n",
       "      <td>149880.38</td>\n",
       "      <td>68733.06</td>\n",
       "      <td>67596.25</td>\n",
       "      <td>...</td>\n",
       "      <td>3.06</td>\n",
       "      <td>6.16</td>\n",
       "      <td>20120113</td>\n",
       "      <td>50582.92</td>\n",
       "      <td>0.85</td>\n",
       "      <td>100.57</td>\n",
       "      <td>86.65</td>\n",
       "      <td>39.73</td>\n",
       "      <td>19.29</td>\n",
       "      <td>11451.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002618</th>\n",
       "      <td>丹邦科技</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>325.80</td>\n",
       "      <td>5.48</td>\n",
       "      <td>5.48</td>\n",
       "      <td>249018.52</td>\n",
       "      <td>80437.25</td>\n",
       "      <td>142626.44</td>\n",
       "      <td>71198.96</td>\n",
       "      <td>...</td>\n",
       "      <td>3.07</td>\n",
       "      <td>4.33</td>\n",
       "      <td>20110920</td>\n",
       "      <td>38549.20</td>\n",
       "      <td>0.70</td>\n",
       "      <td>31.95</td>\n",
       "      <td>2.77</td>\n",
       "      <td>39.50</td>\n",
       "      <td>7.32</td>\n",
       "      <td>21504.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300639</th>\n",
       "      <td>凯普生物</td>\n",
       "      <td>医疗保健</td>\n",
       "      <td>广东</td>\n",
       "      <td>65.68</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.91</td>\n",
       "      <td>102456.88</td>\n",
       "      <td>66566.43</td>\n",
       "      <td>25423.01</td>\n",
       "      <td>52872.26</td>\n",
       "      <td>...</td>\n",
       "      <td>10.21</td>\n",
       "      <td>6.14</td>\n",
       "      <td>20170412</td>\n",
       "      <td>32618.90</td>\n",
       "      <td>3.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>84.76</td>\n",
       "      <td>19.41</td>\n",
       "      <td>12140.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002840</th>\n",
       "      <td>华统股份</td>\n",
       "      <td>食品</td>\n",
       "      <td>浙江</td>\n",
       "      <td>46.67</td>\n",
       "      <td>0.45</td>\n",
       "      <td>1.79</td>\n",
       "      <td>150751.55</td>\n",
       "      <td>47538.73</td>\n",
       "      <td>60167.36</td>\n",
       "      <td>52063.93</td>\n",
       "      <td>...</td>\n",
       "      <td>6.37</td>\n",
       "      <td>4.74</td>\n",
       "      <td>20170110</td>\n",
       "      <td>40862.59</td>\n",
       "      <td>2.29</td>\n",
       "      <td>21.98</td>\n",
       "      <td>35.11</td>\n",
       "      <td>5.21</td>\n",
       "      <td>2.64</td>\n",
       "      <td>11514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300323</th>\n",
       "      <td>华灿光电</td>\n",
       "      <td>半导体</td>\n",
       "      <td>湖北</td>\n",
       "      <td>26.02</td>\n",
       "      <td>6.90</td>\n",
       "      <td>8.42</td>\n",
       "      <td>915585.88</td>\n",
       "      <td>318100.69</td>\n",
       "      <td>343959.97</td>\n",
       "      <td>220198.25</td>\n",
       "      <td>...</td>\n",
       "      <td>4.50</td>\n",
       "      <td>3.40</td>\n",
       "      <td>20120601</td>\n",
       "      <td>75429.74</td>\n",
       "      <td>0.90</td>\n",
       "      <td>74.78</td>\n",
       "      <td>163.47</td>\n",
       "      <td>33.80</td>\n",
       "      <td>19.86</td>\n",
       "      <td>16446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600258</th>\n",
       "      <td>首旅酒店</td>\n",
       "      <td>酒店餐饮</td>\n",
       "      <td>北京</td>\n",
       "      <td>31.58</td>\n",
       "      <td>5.21</td>\n",
       "      <td>8.16</td>\n",
       "      <td>1718725.75</td>\n",
       "      <td>214291.16</td>\n",
       "      <td>254155.47</td>\n",
       "      <td>489234.94</td>\n",
       "      <td>...</td>\n",
       "      <td>8.90</td>\n",
       "      <td>3.19</td>\n",
       "      <td>20000601</td>\n",
       "      <td>131734.38</td>\n",
       "      <td>1.61</td>\n",
       "      <td>40.15</td>\n",
       "      <td>250.87</td>\n",
       "      <td>94.60</td>\n",
       "      <td>8.72</td>\n",
       "      <td>15326.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002583</th>\n",
       "      <td>海能达</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>深圳</td>\n",
       "      <td>459.49</td>\n",
       "      <td>10.48</td>\n",
       "      <td>18.15</td>\n",
       "      <td>1235860.88</td>\n",
       "      <td>572777.81</td>\n",
       "      <td>133734.34</td>\n",
       "      <td>200451.63</td>\n",
       "      <td>...</td>\n",
       "      <td>2.71</td>\n",
       "      <td>6.40</td>\n",
       "      <td>20110527</td>\n",
       "      <td>90867.50</td>\n",
       "      <td>0.50</td>\n",
       "      <td>48.51</td>\n",
       "      <td>-50.45</td>\n",
       "      <td>49.53</td>\n",
       "      <td>1.62</td>\n",
       "      <td>20836.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300543</th>\n",
       "      <td>朗科智能</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>深圳</td>\n",
       "      <td>41.31</td>\n",
       "      <td>0.43</td>\n",
       "      <td>1.20</td>\n",
       "      <td>100559.46</td>\n",
       "      <td>68920.50</td>\n",
       "      <td>17722.98</td>\n",
       "      <td>27025.15</td>\n",
       "      <td>...</td>\n",
       "      <td>5.32</td>\n",
       "      <td>5.56</td>\n",
       "      <td>20160908</td>\n",
       "      <td>22423.60</td>\n",
       "      <td>1.87</td>\n",
       "      <td>24.47</td>\n",
       "      <td>5.15</td>\n",
       "      <td>19.89</td>\n",
       "      <td>8.20</td>\n",
       "      <td>17498.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300545</th>\n",
       "      <td>联得装备</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>深圳</td>\n",
       "      <td>76.79</td>\n",
       "      <td>0.23</td>\n",
       "      <td>0.72</td>\n",
       "      <td>75506.11</td>\n",
       "      <td>72039.46</td>\n",
       "      <td>1417.31</td>\n",
       "      <td>24833.60</td>\n",
       "      <td>...</td>\n",
       "      <td>7.23</td>\n",
       "      <td>8.40</td>\n",
       "      <td>20160928</td>\n",
       "      <td>18000.64</td>\n",
       "      <td>2.50</td>\n",
       "      <td>108.22</td>\n",
       "      <td>87.98</td>\n",
       "      <td>30.80</td>\n",
       "      <td>12.14</td>\n",
       "      <td>7310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300471</th>\n",
       "      <td>厚普股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>四川</td>\n",
       "      <td>49.86</td>\n",
       "      <td>2.19</td>\n",
       "      <td>3.71</td>\n",
       "      <td>291503.88</td>\n",
       "      <td>196117.75</td>\n",
       "      <td>77552.31</td>\n",
       "      <td>76104.53</td>\n",
       "      <td>...</td>\n",
       "      <td>4.71</td>\n",
       "      <td>2.48</td>\n",
       "      <td>20150611</td>\n",
       "      <td>59995.28</td>\n",
       "      <td>1.62</td>\n",
       "      <td>-6.98</td>\n",
       "      <td>-27.21</td>\n",
       "      <td>30.09</td>\n",
       "      <td>9.45</td>\n",
       "      <td>16841.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600332</th>\n",
       "      <td>白云山</td>\n",
       "      <td>中成药</td>\n",
       "      <td>广东</td>\n",
       "      <td>24.50</td>\n",
       "      <td>10.71</td>\n",
       "      <td>16.26</td>\n",
       "      <td>2702510.50</td>\n",
       "      <td>2046363.63</td>\n",
       "      <td>203233.02</td>\n",
       "      <td>987519.88</td>\n",
       "      <td>...</td>\n",
       "      <td>11.30</td>\n",
       "      <td>2.64</td>\n",
       "      <td>20010206</td>\n",
       "      <td>581272.38</td>\n",
       "      <td>3.58</td>\n",
       "      <td>2.72</td>\n",
       "      <td>40.63</td>\n",
       "      <td>37.00</td>\n",
       "      <td>9.30</td>\n",
       "      <td>63704.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300521</th>\n",
       "      <td>爱司凯</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>广东</td>\n",
       "      <td>57.74</td>\n",
       "      <td>0.95</td>\n",
       "      <td>1.44</td>\n",
       "      <td>55227.88</td>\n",
       "      <td>44336.60</td>\n",
       "      <td>2426.07</td>\n",
       "      <td>14005.65</td>\n",
       "      <td>...</td>\n",
       "      <td>3.38</td>\n",
       "      <td>4.59</td>\n",
       "      <td>20160705</td>\n",
       "      <td>18866.18</td>\n",
       "      <td>1.31</td>\n",
       "      <td>-1.43</td>\n",
       "      <td>-10.40</td>\n",
       "      <td>50.35</td>\n",
       "      <td>21.40</td>\n",
       "      <td>13025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002625</th>\n",
       "      <td>光启技术</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>334.42</td>\n",
       "      <td>2.51</td>\n",
       "      <td>12.68</td>\n",
       "      <td>763609.81</td>\n",
       "      <td>718980.56</td>\n",
       "      <td>28753.90</td>\n",
       "      <td>591899.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.93</td>\n",
       "      <td>4.36</td>\n",
       "      <td>20111103</td>\n",
       "      <td>30266.25</td>\n",
       "      <td>0.24</td>\n",
       "      <td>-14.41</td>\n",
       "      <td>95.89</td>\n",
       "      <td>33.51</td>\n",
       "      <td>28.96</td>\n",
       "      <td>29377.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300091</th>\n",
       "      <td>金通灵</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>64.97</td>\n",
       "      <td>3.60</td>\n",
       "      <td>5.56</td>\n",
       "      <td>358379.00</td>\n",
       "      <td>260630.05</td>\n",
       "      <td>69782.72</td>\n",
       "      <td>52175.93</td>\n",
       "      <td>...</td>\n",
       "      <td>2.53</td>\n",
       "      <td>6.18</td>\n",
       "      <td>20100625</td>\n",
       "      <td>30012.36</td>\n",
       "      <td>0.54</td>\n",
       "      <td>54.20</td>\n",
       "      <td>100.09</td>\n",
       "      <td>25.36</td>\n",
       "      <td>9.34</td>\n",
       "      <td>6902.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300502</th>\n",
       "      <td>新易盛</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>四川</td>\n",
       "      <td>47.06</td>\n",
       "      <td>1.25</td>\n",
       "      <td>2.38</td>\n",
       "      <td>135900.52</td>\n",
       "      <td>100870.77</td>\n",
       "      <td>29193.11</td>\n",
       "      <td>30134.97</td>\n",
       "      <td>...</td>\n",
       "      <td>4.57</td>\n",
       "      <td>5.57</td>\n",
       "      <td>20160303</td>\n",
       "      <td>48375.46</td>\n",
       "      <td>2.03</td>\n",
       "      <td>29.88</td>\n",
       "      <td>20.03</td>\n",
       "      <td>25.61</td>\n",
       "      <td>14.60</td>\n",
       "      <td>21261.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600715</th>\n",
       "      <td>文投控股</td>\n",
       "      <td>影视音像</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>74.41</td>\n",
       "      <td>4.49</td>\n",
       "      <td>18.55</td>\n",
       "      <td>1005230.38</td>\n",
       "      <td>457438.50</td>\n",
       "      <td>30680.47</td>\n",
       "      <td>493495.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.87</td>\n",
       "      <td>5.23</td>\n",
       "      <td>19960701</td>\n",
       "      <td>37518.12</td>\n",
       "      <td>0.20</td>\n",
       "      <td>29.63</td>\n",
       "      <td>3.52</td>\n",
       "      <td>42.58</td>\n",
       "      <td>22.62</td>\n",
       "      <td>17988.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300733</th>\n",
       "      <td>西菱动力</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>102448.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.61</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300624</th>\n",
       "      <td>万兴科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>西藏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27383.02</td>\n",
       "      <td>8821.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.58</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002925</th>\n",
       "      <td>盈趣科技</td>\n",
       "      <td>元器件</td>\n",
       "      <td>福建</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>230804.05</td>\n",
       "      <td>201431.20</td>\n",
       "      <td>14908.24</td>\n",
       "      <td>9387.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>87310.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.90</td>\n",
       "      <td>32.26</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000950</th>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>重庆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1562395.13</td>\n",
       "      <td>1296451.63</td>\n",
       "      <td>48986.46</td>\n",
       "      <td>259775.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19990916</td>\n",
       "      <td>193228.36</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>758.44</td>\n",
       "      <td>9.07</td>\n",
       "      <td>5.20</td>\n",
       "      <td>30624.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000629</th>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>普钢</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.67</td>\n",
       "      <td>85.90</td>\n",
       "      <td>999802.19</td>\n",
       "      <td>379422.75</td>\n",
       "      <td>442935.09</td>\n",
       "      <td>552790.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19961115</td>\n",
       "      <td>-1146276.50</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-29.09</td>\n",
       "      <td>155.19</td>\n",
       "      <td>20.06</td>\n",
       "      <td>10.35</td>\n",
       "      <td>309056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000511</th>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>11.55</td>\n",
       "      <td>346274.91</td>\n",
       "      <td>312833.03</td>\n",
       "      <td>2405.45</td>\n",
       "      <td>29655.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19930518</td>\n",
       "      <td>-63425.48</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>43.62</td>\n",
       "      <td>-55.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-14.68</td>\n",
       "      <td>164822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603506</th>\n",
       "      <td>南都物业</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>72642.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.71</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603356</th>\n",
       "      <td>华菱精工</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>安徽</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>52746.38</td>\n",
       "      <td>32024.01</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>10.20</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603056</th>\n",
       "      <td>德邦股份</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>608186.88</td>\n",
       "      <td>362515.31</td>\n",
       "      <td>152871.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>183779.47</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.93</td>\n",
       "      <td>2.44</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601838</th>\n",
       "      <td>成都银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40991660.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>102515.20</td>\n",
       "      <td>402383.19</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1029206.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.06</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601828</th>\n",
       "      <td>美凯龙</td>\n",
       "      <td>其他商业</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9579130.00</td>\n",
       "      <td>1602542.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.78</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600806</th>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.31</td>\n",
       "      <td>193646.66</td>\n",
       "      <td>121889.97</td>\n",
       "      <td>45542.53</td>\n",
       "      <td>1976.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19940103</td>\n",
       "      <td>-45091.93</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>21.07</td>\n",
       "      <td>-23.37</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-51.43</td>\n",
       "      <td>33099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600432</th>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>小金属</td>\n",
       "      <td>吉林</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>16.04</td>\n",
       "      <td>1373541.75</td>\n",
       "      <td>297409.28</td>\n",
       "      <td>768094.25</td>\n",
       "      <td>626871.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20030905</td>\n",
       "      <td>-549617.19</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>9.91</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>15.12</td>\n",
       "      <td>-42.86</td>\n",
       "      <td>70654.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300736</th>\n",
       "      <td>百华悦邦</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26685.90</td>\n",
       "      <td>18568.92</td>\n",
       "      <td>680.90</td>\n",
       "      <td>3810.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10620.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.02</td>\n",
       "      <td>6.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3480 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area      pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                    \n",
       "000718   苏宁环球     区域地产   吉林   23.08        22.89   30.35   1999957.63   \n",
       "000760    斯太尔     汽车配件   湖北   58.59         6.54    7.88    273677.09   \n",
       "600596   新安股份     农药化肥   浙江   26.54         6.79    7.05    866777.19   \n",
       "600093   易见股份     汽车配件   四川   17.47         3.22   11.22   1329209.88   \n",
       "300621   维业股份     装修装饰   深圳   38.98         0.34    1.39    186181.06   \n",
       "000014   沙河股份     全国地产   深圳  455.53         2.02    2.02    151625.91   \n",
       "600823   世茂股份     全国地产   上海   12.40        37.51   37.51   8984124.00   \n",
       "002921   联诚精密     汽车配件   山东   52.76         0.20    0.80     91568.06   \n",
       "600248   延长化建     建筑施工   陕西   35.92         6.08    6.16    538699.75   \n",
       "300735   光弘科技     通信设备   广东   43.79         0.89    3.55    106216.22   \n",
       "002864   盘龙药业      中成药   陕西   68.41         0.22    0.87     54193.88   \n",
       "002922    伊戈尔     电气设备   广东   50.69         0.33    1.32     94519.70   \n",
       "002915   中欣氟材     化工原料   浙江   93.35         0.28    1.12     48299.94   \n",
       "300542   新晨科技     软件服务   北京  214.65         0.33    0.91     69790.55   \n",
       "002208   合肥城建     区域地产   安徽  119.96         3.19    3.20   1160278.00   \n",
       "002382   蓝帆医疗     医疗保健   山东   31.22         4.84    4.94    178231.00   \n",
       "300664   鹏鹞环保     环境保护   江苏   24.75         0.80    4.80    366330.94   \n",
       "600933    爱柯迪     汽车配件   浙江   29.43         1.38    8.45    287977.84   \n",
       "603676    卫信康     化学制药   西藏   77.75         0.63    4.23     93081.96   \n",
       "603283   赛腾股份     专用机械   江苏   33.72         0.40    1.60     87999.36   \n",
       "002906   华阳集团     汽车配件   广东   45.23         0.73    4.73    397279.13   \n",
       "603080   新疆火炬     供气供热   新疆   55.92         0.36    1.42     61963.46   \n",
       "002923   润都股份     化学制药   广东   29.46         0.25    1.00     64912.15   \n",
       "300716   国立科技       塑料   广东   59.28         0.27    1.07     72146.30   \n",
       "002907   华森制药     化学制药   重庆   85.76         0.40    4.00     70735.78   \n",
       "002110   三钢闽光       普钢   福建   10.25         9.91   13.74   1548558.13   \n",
       "000732   泰禾集团     区域地产   福建   19.91        12.43   12.44  18358690.00   \n",
       "300684   中石科技     化工原料   北京   49.23         0.22    0.87     61019.13   \n",
       "002714   牧原股份     农业综合   河南   28.39         6.02   11.58   1898300.25   \n",
       "002920   德赛西威     汽车配件   广东   42.23         1.00    5.50    442787.56   \n",
       "...       ...      ...  ...     ...          ...     ...          ...   \n",
       "300285   国瓷材料       陶瓷   山东   48.80         4.11    5.98    315695.13   \n",
       "002618   丹邦科技      元器件   深圳  325.80         5.48    5.48    249018.52   \n",
       "300639   凯普生物     医疗保健   广东   65.68         0.22    0.91    102456.88   \n",
       "002840   华统股份       食品   浙江   46.67         0.45    1.79    150751.55   \n",
       "300323   华灿光电      半导体   湖北   26.02         6.90    8.42    915585.88   \n",
       "600258   首旅酒店     酒店餐饮   北京   31.58         5.21    8.16   1718725.75   \n",
       "002583    海能达     通信设备   深圳  459.49        10.48   18.15   1235860.88   \n",
       "300543   朗科智能     电气设备   深圳   41.31         0.43    1.20    100559.46   \n",
       "300545   联得装备     专用机械   深圳   76.79         0.23    0.72     75506.11   \n",
       "300471   厚普股份     专用机械   四川   49.86         2.19    3.71    291503.88   \n",
       "600332    白云山      中成药   广东   24.50        10.71   16.26   2702510.50   \n",
       "300521    爱司凯     专用机械   广东   57.74         0.95    1.44     55227.88   \n",
       "002625   光启技术     汽车配件   浙江  334.42         2.51   12.68    763609.81   \n",
       "300091    金通灵     机械基件   江苏   64.97         3.60    5.56    358379.00   \n",
       "300502    新易盛     通信设备   四川   47.06         1.25    2.38    135900.52   \n",
       "600715   文投控股     影视音像   辽宁   74.41         4.49   18.55   1005230.38   \n",
       "300733   西菱动力     汽车配件   四川    0.00         0.00    0.00    102448.71   \n",
       "300624   万兴科技     软件服务   西藏    0.00         0.00    0.00     27383.02   \n",
       "002925   盈趣科技      元器件   福建    0.00         0.00    0.00    230804.05   \n",
       "000950  *ST建峰     农药化肥   重庆    0.00         5.99   17.28   1562395.13   \n",
       "000629  *ST钒钛       普钢   四川    0.00        47.67   85.90    999802.19   \n",
       "000511  *ST烯碳     矿物制品   辽宁    0.00        11.55   11.55    346274.91   \n",
       "603506   南都物业     区域地产   浙江    0.00         0.00    0.00     72642.00   \n",
       "603356   华菱精工     机械基件   安徽    0.00         0.00    0.00     52746.38   \n",
       "603056   德邦股份     仓储物流   上海    0.00         0.00    0.00    608186.88   \n",
       "601838   成都银行       银行   四川    0.00         0.00    0.00  40991660.00   \n",
       "601828    美凯龙     其他商业   上海    0.00         0.00    0.00   9579130.00   \n",
       "600806  *ST昆机     机床制造   云南    0.00         3.90    5.31    193646.66   \n",
       "600432  *ST吉恩      小金属   吉林    0.00        16.04   16.04   1373541.75   \n",
       "300736   百华悦邦     通信设备   北京    0.00         0.00    0.00     26685.90   \n",
       "\n",
       "        liquidAssets  fixedAssets   reserved    ...      bvps     pb  \\\n",
       "code                                            ...                    \n",
       "000718    1813041.63     13428.05  103756.95    ...      2.46   2.21   \n",
       "000760     109188.31     26909.65  149975.73    ...      2.64   2.53   \n",
       "600596     349539.91    303296.16   85932.80    ...      6.12   1.90   \n",
       "600093    1256731.63       375.16  403888.31    ...      5.77   2.21   \n",
       "300621     169977.59      2515.88   32017.83    ...      5.64   3.83   \n",
       "000014     134120.81      1851.85     996.57    ...      3.66   3.66   \n",
       "600823    5629851.50    169473.67   69001.47    ...      5.60   1.10   \n",
       "002921      40872.60     37956.15   24143.13    ...      7.29   4.44   \n",
       "600248     455522.94     53847.11   49564.95    ...      3.25   2.06   \n",
       "300735      48046.23     48601.87   23199.53    ...      2.82   8.23   \n",
       "002864      33766.15     10398.67   10890.53    ...      5.55   6.27   \n",
       "002922      58731.76         0.00       0.00    ...      5.00   5.76   \n",
       "002915      19818.90     24447.76    4363.41    ...      3.54  10.96   \n",
       "300542      58459.45      1190.14   22247.15    ...      6.22   5.32   \n",
       "002208    1148314.00      6756.07   29001.14    ...      5.10   2.15   \n",
       "002382      81726.93     68462.05   35898.30    ...      2.80   4.79   \n",
       "300664      73137.24         0.00       0.00    ...      5.52   2.55   \n",
       "600933     135828.06     89258.43   49523.55    ...      2.86   5.69   \n",
       "603676      63901.90     15571.84   25683.25    ...      1.97   9.60   \n",
       "603283      72952.13      7978.27    5622.12    ...      3.12   7.50   \n",
       "002906     285324.50     77893.15     781.62    ...      6.18   4.06   \n",
       "603080      18803.98     25854.02    8874.42    ...      4.65   5.60   \n",
       "002923      35518.10         0.00       0.00    ...      6.22   4.33   \n",
       "300716      37835.76     19304.75   25749.32    ...      6.09   4.64   \n",
       "002907      40050.03     13501.01      36.72    ...      1.54  17.21   \n",
       "002110     812630.44    639460.06  458222.59    ...      6.93   3.56   \n",
       "000732   15928627.00    209286.56  462732.41    ...     12.28   2.48   \n",
       "300684      33648.35     24754.74   12281.78    ...      5.45   4.12   \n",
       "002714     553489.19    908087.69  386489.97    ...      8.39   7.05   \n",
       "002920     347101.78     52933.41   19826.17    ...      3.56  13.49   \n",
       "...              ...          ...        ...    ...       ...    ...   \n",
       "300285     149880.38     68733.06   67596.25    ...      3.06   6.16   \n",
       "002618      80437.25    142626.44   71198.96    ...      3.07   4.33   \n",
       "300639      66566.43     25423.01   52872.26    ...     10.21   6.14   \n",
       "002840      47538.73     60167.36   52063.93    ...      6.37   4.74   \n",
       "300323     318100.69    343959.97  220198.25    ...      4.50   3.40   \n",
       "600258     214291.16    254155.47  489234.94    ...      8.90   3.19   \n",
       "002583     572777.81    133734.34  200451.63    ...      2.71   6.40   \n",
       "300543      68920.50     17722.98   27025.15    ...      5.32   5.56   \n",
       "300545      72039.46      1417.31   24833.60    ...      7.23   8.40   \n",
       "300471     196117.75     77552.31   76104.53    ...      4.71   2.48   \n",
       "600332    2046363.63    203233.02  987519.88    ...     11.30   2.64   \n",
       "300521      44336.60      2426.07   14005.65    ...      3.38   4.59   \n",
       "002625     718980.56     28753.90  591899.00    ...      5.93   4.36   \n",
       "300091     260630.05     69782.72   52175.93    ...      2.53   6.18   \n",
       "300502     100870.77     29193.11   30134.97    ...      4.57   5.57   \n",
       "600715     457438.50     30680.47  493495.59    ...      3.87   5.23   \n",
       "300733          0.00         0.00       0.00    ...      0.00   0.00   \n",
       "300624       8821.16         0.00       0.00    ...      0.00   0.00   \n",
       "002925     201431.20     14908.24    9387.63    ...      0.00   0.00   \n",
       "000950    1296451.63     48986.46  259775.59    ...      3.80   0.00   \n",
       "000629     379422.75    442935.09  552790.38    ...      0.48   0.00   \n",
       "000511     312833.03      2405.45   29655.31    ...      0.87   0.00   \n",
       "603506          0.00         0.00       0.00    ...      0.00   0.00   \n",
       "603356      32024.01         0.00       0.00    ...      0.00   0.00   \n",
       "603056     362515.31    152871.45       0.00    ...      0.00   0.00   \n",
       "601838          0.00    102515.20  402383.19    ...      0.00   0.00   \n",
       "601828    1602542.13         0.00       0.00    ...      0.00   0.00   \n",
       "600806     121889.97     45542.53    1976.50    ...      0.41   0.00   \n",
       "600432     297409.28    768094.25  626871.94    ...      0.88   0.00   \n",
       "300736      18568.92       680.90    3810.10    ...      0.00   0.00   \n",
       "\n",
       "        timeToMarket        undp  perundp     rev   profit    gpr    npr  \\\n",
       "code                                                                       \n",
       "000718      19970408   318059.34     1.05  -29.87   -33.27  36.84  18.64   \n",
       "000760      19970627   -13537.13    -0.17    6.79   165.24  -9.80  55.21   \n",
       "600596      20010906   227665.16     3.23    9.68  1935.53  16.49   4.23   \n",
       "600093      19970626   121363.10     1.08  -12.56    37.96   7.29   6.33   \n",
       "300621      20170316    26666.50     1.92    0.00     0.00  13.34   4.22   \n",
       "000014      19920602    30735.21     1.52  149.31   125.36  15.50   1.04   \n",
       "600823      19940204  1222663.13     3.26   24.63     0.16  39.12  12.06   \n",
       "002921      20171227    13568.35     1.70    0.00     0.00  26.63   8.21   \n",
       "600248      20000622    73820.31     1.20   23.75     1.85   6.73   3.21   \n",
       "300735      20171229    22749.50     0.64    0.00     0.00  27.77  14.27   \n",
       "002864      20171116    17190.42     1.98    0.00     0.00  69.51  12.11   \n",
       "002922      20171229        0.00     0.00    0.00     0.00   0.00   7.03   \n",
       "002915      20171205    14747.07     1.32    0.00     0.00  29.18  12.97   \n",
       "300542      20160920    24093.03     2.64   41.06     8.85  22.48   2.78   \n",
       "002208      20080128    74377.09     2.32  -18.72   -66.96  26.76   1.64   \n",
       "002382      20100402    52777.80     1.07   19.26     7.70  30.86  13.75   \n",
       "300664      20180105        0.00     0.00    0.00     0.00   0.00  34.00   \n",
       "600933      20171117    72349.85     0.86    0.00     0.00  39.89  22.38   \n",
       "603676      20170721    12497.96     0.30    0.00     0.00  59.47  27.47   \n",
       "603283      20171225    17066.89     1.07    0.00     0.00  51.08  17.79   \n",
       "002906      20171013   198221.67     4.19    0.00     0.00  21.83   6.37   \n",
       "603080      20180103    27681.71     1.96    0.00     0.00  41.34  22.88   \n",
       "002923      20180105        0.00     0.00    0.00     0.00  61.74  12.26   \n",
       "300716      20171109    13933.13     1.31    0.00     0.00  21.15   7.44   \n",
       "002907      20171020    17636.82     0.44    0.00     0.00  67.17  21.04   \n",
       "002110      20070126   315408.00     2.30   63.08   373.03  22.52  15.65   \n",
       "000732      19970704   590107.81     4.74   39.73    17.71  27.04   8.94   \n",
       "300684      20171227    15325.42     1.76    0.00     0.00  34.84  10.49   \n",
       "002714      20140128   435434.69     3.76   83.51     2.85  31.39  25.32   \n",
       "002920      20171226    87035.38     1.58    0.00     0.00  26.15  10.54   \n",
       "...              ...         ...      ...     ...      ...    ...    ...   \n",
       "300285      20120113    50582.92     0.85  100.57    86.65  39.73  19.29   \n",
       "002618      20110920    38549.20     0.70   31.95     2.77  39.50   7.32   \n",
       "300639      20170412    32618.90     3.58    0.00     0.00  84.76  19.41   \n",
       "002840      20170110    40862.59     2.29   21.98    35.11   5.21   2.64   \n",
       "300323      20120601    75429.74     0.90   74.78   163.47  33.80  19.86   \n",
       "600258      20000601   131734.38     1.61   40.15   250.87  94.60   8.72   \n",
       "002583      20110527    90867.50     0.50   48.51   -50.45  49.53   1.62   \n",
       "300543      20160908    22423.60     1.87   24.47     5.15  19.89   8.20   \n",
       "300545      20160928    18000.64     2.50  108.22    87.98  30.80  12.14   \n",
       "300471      20150611    59995.28     1.62   -6.98   -27.21  30.09   9.45   \n",
       "600332      20010206   581272.38     3.58    2.72    40.63  37.00   9.30   \n",
       "300521      20160705    18866.18     1.31   -1.43   -10.40  50.35  21.40   \n",
       "002625      20111103    30266.25     0.24  -14.41    95.89  33.51  28.96   \n",
       "300091      20100625    30012.36     0.54   54.20   100.09  25.36   9.34   \n",
       "300502      20160303    48375.46     2.03   29.88    20.03  25.61  14.60   \n",
       "600715      19960701    37518.12     0.20   29.63     3.52  42.58  22.62   \n",
       "300733             0        0.00     0.00    0.00     0.00   0.00  15.61   \n",
       "300624             0        0.00     0.00    0.00     0.00   0.00  15.58   \n",
       "002925             0    87310.40     0.00    0.00     0.00  48.90  32.26   \n",
       "000950      19990916   193228.36     1.12    1.16   758.44   9.07   5.20   \n",
       "000629      19961115 -1146276.50    -1.33  -29.09   155.19  20.06  10.35   \n",
       "000511      19930518   -63425.48    -0.55   43.62   -55.46   0.22 -14.68   \n",
       "603506             0        0.00     0.00    0.00     0.00   0.00   8.71   \n",
       "603356             0        0.00     0.00    0.00     0.00   0.00  10.20   \n",
       "603056             0   183779.47     0.00    0.00     0.00  12.93   2.44   \n",
       "601838             0  1029206.69     0.00    0.00     0.00   0.00  43.06   \n",
       "601828             0        0.00     0.00    0.00     0.00   0.00  36.78   \n",
       "600806      19940103   -45091.93    -0.85   21.07   -23.37   3.60 -51.43   \n",
       "600432      20030905  -549617.19    -3.43    9.91   -56.24  15.12 -42.86   \n",
       "300736             0    10620.51     0.00    0.00     0.00  33.02   6.24   \n",
       "\n",
       "         holders  \n",
       "code              \n",
       "000718   88549.0  \n",
       "000760   38871.0  \n",
       "600596   54462.0  \n",
       "600093   30574.0  \n",
       "300621   19044.0  \n",
       "000014   21362.0  \n",
       "600823   49232.0  \n",
       "002921   40000.0  \n",
       "600248   28109.0  \n",
       "300735  166446.0  \n",
       "002864   45481.0  \n",
       "002922   65639.0  \n",
       "002915   56771.0  \n",
       "300542   13816.0  \n",
       "002208   34015.0  \n",
       "002382   17636.0  \n",
       "300664  150095.0  \n",
       "600933  119368.0  \n",
       "603676   29886.0  \n",
       "603283   41762.0  \n",
       "002906  137830.0  \n",
       "603080   35780.0  \n",
       "002923   51368.0  \n",
       "300716   54627.0  \n",
       "002907   78250.0  \n",
       "002110   39322.0  \n",
       "000732   18350.0  \n",
       "300684   45590.0  \n",
       "002714   22582.0  \n",
       "002920  186251.0  \n",
       "...          ...  \n",
       "300285   11451.0  \n",
       "002618   21504.0  \n",
       "300639   12140.0  \n",
       "002840   11514.0  \n",
       "300323   16446.0  \n",
       "600258   15326.0  \n",
       "002583   20836.0  \n",
       "300543   17498.0  \n",
       "300545    7310.0  \n",
       "300471   16841.0  \n",
       "600332   63704.0  \n",
       "300521   13025.0  \n",
       "002625   29377.0  \n",
       "300091    6902.0  \n",
       "300502   21261.0  \n",
       "600715   17988.0  \n",
       "300733       0.0  \n",
       "300624       0.0  \n",
       "002925       0.0  \n",
       "000950   30624.0  \n",
       "000629  309056.0  \n",
       "000511  164822.0  \n",
       "603506       0.0  \n",
       "603356       0.0  \n",
       "603056       0.0  \n",
       "601838       0.0  \n",
       "601828       0.0  \n",
       "600806   33099.0  \n",
       "600432   70654.0  \n",
       "300736       0.0  \n",
       "\n",
       "[3480 rows x 22 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.get_stock_basics(\"2018-01-08\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
       "      <th>outstanding</th>\n",
       "      <th>totals</th>\n",
       "      <th>totalAssets</th>\n",
       "      <th>liquidAssets</th>\n",
       "      <th>fixedAssets</th>\n",
       "      <th>reserved</th>\n",
       "      <th>...</th>\n",
       "      <th>bvps</th>\n",
       "      <th>pb</th>\n",
       "      <th>timeToMarket</th>\n",
       "      <th>undp</th>\n",
       "      <th>perundp</th>\n",
       "      <th>rev</th>\n",
       "      <th>profit</th>\n",
       "      <th>gpr</th>\n",
       "      <th>npr</th>\n",
       "      <th>holders</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>code</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>300735</th>\n",
       "      <td>N光弘</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>27.19</td>\n",
       "      <td>0.89</td>\n",
       "      <td>3.55</td>\n",
       "      <td>106216.22</td>\n",
       "      <td>48046.23</td>\n",
       "      <td>48601.87</td>\n",
       "      <td>23199.53</td>\n",
       "      <td>...</td>\n",
       "      <td>2.82</td>\n",
       "      <td>5.11</td>\n",
       "      <td>20171229</td>\n",
       "      <td>22749.50</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.77</td>\n",
       "      <td>14.27</td>\n",
       "      <td>166446.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603329</th>\n",
       "      <td>N雅仕</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>29.36</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.32</td>\n",
       "      <td>84900.68</td>\n",
       "      <td>72657.60</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.99</td>\n",
       "      <td>3.80</td>\n",
       "      <td>20171229</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.37</td>\n",
       "      <td>35041.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002922</th>\n",
       "      <td>N伊戈尔</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>31.47</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.32</td>\n",
       "      <td>94519.70</td>\n",
       "      <td>58731.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.00</td>\n",
       "      <td>3.57</td>\n",
       "      <td>20171229</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>7.03</td>\n",
       "      <td>65639.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603655</th>\n",
       "      <td>N朗博</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>29.64</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.06</td>\n",
       "      <td>33882.87</td>\n",
       "      <td>17456.89</td>\n",
       "      <td>14246.38</td>\n",
       "      <td>16674.90</td>\n",
       "      <td>...</td>\n",
       "      <td>3.86</td>\n",
       "      <td>2.41</td>\n",
       "      <td>20171229</td>\n",
       "      <td>5691.89</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.18</td>\n",
       "      <td>18.79</td>\n",
       "      <td>28308.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002577</th>\n",
       "      <td>雷柏科技</td>\n",
       "      <td>电脑设备</td>\n",
       "      <td>深圳</td>\n",
       "      <td>220.19</td>\n",
       "      <td>2.81</td>\n",
       "      <td>2.83</td>\n",
       "      <td>130364.22</td>\n",
       "      <td>78139.13</td>\n",
       "      <td>27305.77</td>\n",
       "      <td>97142.15</td>\n",
       "      <td>...</td>\n",
       "      <td>4.19</td>\n",
       "      <td>4.01</td>\n",
       "      <td>20110428</td>\n",
       "      <td>-9463.61</td>\n",
       "      <td>-0.33</td>\n",
       "      <td>-10.67</td>\n",
       "      <td>-9.27</td>\n",
       "      <td>27.25</td>\n",
       "      <td>4.32</td>\n",
       "      <td>35941.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603618</th>\n",
       "      <td>杭电股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>浙江</td>\n",
       "      <td>49.13</td>\n",
       "      <td>3.10</td>\n",
       "      <td>6.87</td>\n",
       "      <td>493988.91</td>\n",
       "      <td>378234.09</td>\n",
       "      <td>43163.48</td>\n",
       "      <td>71927.50</td>\n",
       "      <td>...</td>\n",
       "      <td>2.88</td>\n",
       "      <td>3.13</td>\n",
       "      <td>20150217</td>\n",
       "      <td>50919.98</td>\n",
       "      <td>0.74</td>\n",
       "      <td>12.12</td>\n",
       "      <td>-23.52</td>\n",
       "      <td>17.00</td>\n",
       "      <td>3.19</td>\n",
       "      <td>55577.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300684</th>\n",
       "      <td>中石科技</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>北京</td>\n",
       "      <td>30.57</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>61019.13</td>\n",
       "      <td>33648.35</td>\n",
       "      <td>24754.74</td>\n",
       "      <td>12281.78</td>\n",
       "      <td>...</td>\n",
       "      <td>5.45</td>\n",
       "      <td>2.56</td>\n",
       "      <td>20171227</td>\n",
       "      <td>15325.42</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.84</td>\n",
       "      <td>10.49</td>\n",
       "      <td>45590.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603920</th>\n",
       "      <td>世运电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>广东</td>\n",
       "      <td>37.35</td>\n",
       "      <td>0.89</td>\n",
       "      <td>4.02</td>\n",
       "      <td>294390.53</td>\n",
       "      <td>242341.84</td>\n",
       "      <td>41304.05</td>\n",
       "      <td>131502.31</td>\n",
       "      <td>...</td>\n",
       "      <td>5.78</td>\n",
       "      <td>3.40</td>\n",
       "      <td>20170426</td>\n",
       "      <td>53326.10</td>\n",
       "      <td>1.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>23.67</td>\n",
       "      <td>10.74</td>\n",
       "      <td>42042.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603707</th>\n",
       "      <td>健友股份</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>江苏</td>\n",
       "      <td>40.09</td>\n",
       "      <td>0.64</td>\n",
       "      <td>4.24</td>\n",
       "      <td>240607.02</td>\n",
       "      <td>192643.13</td>\n",
       "      <td>28737.90</td>\n",
       "      <td>61675.92</td>\n",
       "      <td>...</td>\n",
       "      <td>4.63</td>\n",
       "      <td>6.09</td>\n",
       "      <td>20170719</td>\n",
       "      <td>84224.82</td>\n",
       "      <td>1.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46.15</td>\n",
       "      <td>28.53</td>\n",
       "      <td>14103.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002920</th>\n",
       "      <td>德赛西威</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>广东</td>\n",
       "      <td>34.44</td>\n",
       "      <td>1.00</td>\n",
       "      <td>5.50</td>\n",
       "      <td>442787.56</td>\n",
       "      <td>347101.78</td>\n",
       "      <td>52933.41</td>\n",
       "      <td>19826.17</td>\n",
       "      <td>...</td>\n",
       "      <td>3.56</td>\n",
       "      <td>11.00</td>\n",
       "      <td>20171226</td>\n",
       "      <td>87035.38</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.15</td>\n",
       "      <td>10.54</td>\n",
       "      <td>186251.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300509</th>\n",
       "      <td>新美星</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>江苏</td>\n",
       "      <td>46.68</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.80</td>\n",
       "      <td>120190.72</td>\n",
       "      <td>90422.43</td>\n",
       "      <td>9983.51</td>\n",
       "      <td>30648.30</td>\n",
       "      <td>...</td>\n",
       "      <td>7.22</td>\n",
       "      <td>3.76</td>\n",
       "      <td>20160425</td>\n",
       "      <td>16960.27</td>\n",
       "      <td>2.12</td>\n",
       "      <td>8.87</td>\n",
       "      <td>-8.50</td>\n",
       "      <td>34.79</td>\n",
       "      <td>9.30</td>\n",
       "      <td>11543.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002796</th>\n",
       "      <td>世嘉科技</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>江苏</td>\n",
       "      <td>85.06</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.82</td>\n",
       "      <td>67974.81</td>\n",
       "      <td>43702.40</td>\n",
       "      <td>10084.24</td>\n",
       "      <td>26651.01</td>\n",
       "      <td>...</td>\n",
       "      <td>6.07</td>\n",
       "      <td>5.22</td>\n",
       "      <td>20160510</td>\n",
       "      <td>11252.98</td>\n",
       "      <td>1.37</td>\n",
       "      <td>20.00</td>\n",
       "      <td>-35.24</td>\n",
       "      <td>13.71</td>\n",
       "      <td>5.30</td>\n",
       "      <td>16547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002921</th>\n",
       "      <td>联诚精密</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>山东</td>\n",
       "      <td>32.77</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>91568.06</td>\n",
       "      <td>40872.60</td>\n",
       "      <td>37956.15</td>\n",
       "      <td>24143.13</td>\n",
       "      <td>...</td>\n",
       "      <td>7.29</td>\n",
       "      <td>2.76</td>\n",
       "      <td>20171227</td>\n",
       "      <td>13568.35</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.63</td>\n",
       "      <td>8.21</td>\n",
       "      <td>40000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002915</th>\n",
       "      <td>中欣氟材</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>84.69</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.12</td>\n",
       "      <td>48299.94</td>\n",
       "      <td>19818.90</td>\n",
       "      <td>24447.76</td>\n",
       "      <td>4363.41</td>\n",
       "      <td>...</td>\n",
       "      <td>3.54</td>\n",
       "      <td>9.94</td>\n",
       "      <td>20171205</td>\n",
       "      <td>14747.07</td>\n",
       "      <td>1.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.18</td>\n",
       "      <td>12.97</td>\n",
       "      <td>56771.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002883</th>\n",
       "      <td>中设股份</td>\n",
       "      <td>建筑施工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>55.71</td>\n",
       "      <td>0.13</td>\n",
       "      <td>0.53</td>\n",
       "      <td>42931.45</td>\n",
       "      <td>38665.80</td>\n",
       "      <td>1968.18</td>\n",
       "      <td>20463.71</td>\n",
       "      <td>...</td>\n",
       "      <td>6.85</td>\n",
       "      <td>6.98</td>\n",
       "      <td>20170620</td>\n",
       "      <td>10092.40</td>\n",
       "      <td>1.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.81</td>\n",
       "      <td>20.65</td>\n",
       "      <td>7890.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603929</th>\n",
       "      <td>亚翔集成</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>江苏</td>\n",
       "      <td>40.79</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2.13</td>\n",
       "      <td>147109.02</td>\n",
       "      <td>142470.56</td>\n",
       "      <td>2371.56</td>\n",
       "      <td>26174.14</td>\n",
       "      <td>...</td>\n",
       "      <td>4.48</td>\n",
       "      <td>5.82</td>\n",
       "      <td>20161230</td>\n",
       "      <td>43974.80</td>\n",
       "      <td>2.06</td>\n",
       "      <td>-30.40</td>\n",
       "      <td>-32.68</td>\n",
       "      <td>13.84</td>\n",
       "      <td>8.22</td>\n",
       "      <td>17991.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002916</th>\n",
       "      <td>深南电路</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>54.07</td>\n",
       "      <td>0.70</td>\n",
       "      <td>2.80</td>\n",
       "      <td>594001.94</td>\n",
       "      <td>255038.63</td>\n",
       "      <td>281201.25</td>\n",
       "      <td>92537.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.53</td>\n",
       "      <td>10.23</td>\n",
       "      <td>20171213</td>\n",
       "      <td>59876.44</td>\n",
       "      <td>2.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.21</td>\n",
       "      <td>8.04</td>\n",
       "      <td>132188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002885</th>\n",
       "      <td>京泉华</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>43.72</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>108946.22</td>\n",
       "      <td>79207.06</td>\n",
       "      <td>3430.35</td>\n",
       "      <td>34056.76</td>\n",
       "      <td>...</td>\n",
       "      <td>8.22</td>\n",
       "      <td>4.72</td>\n",
       "      <td>20170627</td>\n",
       "      <td>22010.06</td>\n",
       "      <td>2.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.77</td>\n",
       "      <td>7.13</td>\n",
       "      <td>13452.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300223</th>\n",
       "      <td>北京君正</td>\n",
       "      <td>半导体</td>\n",
       "      <td>北京</td>\n",
       "      <td>643.04</td>\n",
       "      <td>0.99</td>\n",
       "      <td>1.66</td>\n",
       "      <td>115314.20</td>\n",
       "      <td>85313.06</td>\n",
       "      <td>3691.81</td>\n",
       "      <td>75210.59</td>\n",
       "      <td>...</td>\n",
       "      <td>6.72</td>\n",
       "      <td>5.28</td>\n",
       "      <td>20110531</td>\n",
       "      <td>16742.10</td>\n",
       "      <td>1.01</td>\n",
       "      <td>97.41</td>\n",
       "      <td>-15.54</td>\n",
       "      <td>38.64</td>\n",
       "      <td>5.59</td>\n",
       "      <td>20557.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300275</th>\n",
       "      <td>梅安森</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>重庆</td>\n",
       "      <td>56.37</td>\n",
       "      <td>1.20</td>\n",
       "      <td>1.64</td>\n",
       "      <td>94123.28</td>\n",
       "      <td>66822.46</td>\n",
       "      <td>12101.91</td>\n",
       "      <td>22484.40</td>\n",
       "      <td>...</td>\n",
       "      <td>3.30</td>\n",
       "      <td>4.26</td>\n",
       "      <td>20111102</td>\n",
       "      <td>11906.46</td>\n",
       "      <td>0.72</td>\n",
       "      <td>119.24</td>\n",
       "      <td>164.16</td>\n",
       "      <td>39.41</td>\n",
       "      <td>14.98</td>\n",
       "      <td>21600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300019</th>\n",
       "      <td>硅宝科技</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>四川</td>\n",
       "      <td>73.24</td>\n",
       "      <td>2.05</td>\n",
       "      <td>3.31</td>\n",
       "      <td>94557.15</td>\n",
       "      <td>43810.01</td>\n",
       "      <td>27523.06</td>\n",
       "      <td>4947.73</td>\n",
       "      <td>...</td>\n",
       "      <td>2.20</td>\n",
       "      <td>4.55</td>\n",
       "      <td>20091030</td>\n",
       "      <td>30155.36</td>\n",
       "      <td>0.91</td>\n",
       "      <td>16.12</td>\n",
       "      <td>-49.71</td>\n",
       "      <td>24.88</td>\n",
       "      <td>6.86</td>\n",
       "      <td>27227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603477</th>\n",
       "      <td>振静股份</td>\n",
       "      <td>纺织</td>\n",
       "      <td>四川</td>\n",
       "      <td>73.70</td>\n",
       "      <td>0.60</td>\n",
       "      <td>2.40</td>\n",
       "      <td>97767.67</td>\n",
       "      <td>61670.55</td>\n",
       "      <td>13862.45</td>\n",
       "      <td>12927.05</td>\n",
       "      <td>...</td>\n",
       "      <td>2.66</td>\n",
       "      <td>7.11</td>\n",
       "      <td>20171218</td>\n",
       "      <td>15758.07</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.83</td>\n",
       "      <td>9.71</td>\n",
       "      <td>56235.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603283</th>\n",
       "      <td>赛腾股份</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>江苏</td>\n",
       "      <td>20.94</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>87999.36</td>\n",
       "      <td>72952.13</td>\n",
       "      <td>7978.27</td>\n",
       "      <td>5622.12</td>\n",
       "      <td>...</td>\n",
       "      <td>3.12</td>\n",
       "      <td>4.66</td>\n",
       "      <td>20171225</td>\n",
       "      <td>17066.89</td>\n",
       "      <td>1.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>51.08</td>\n",
       "      <td>17.79</td>\n",
       "      <td>41762.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603009</th>\n",
       "      <td>北特科技</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>上海</td>\n",
       "      <td>63.77</td>\n",
       "      <td>3.21</td>\n",
       "      <td>3.28</td>\n",
       "      <td>208275.38</td>\n",
       "      <td>126521.52</td>\n",
       "      <td>47161.84</td>\n",
       "      <td>70431.80</td>\n",
       "      <td>...</td>\n",
       "      <td>4.02</td>\n",
       "      <td>2.58</td>\n",
       "      <td>20140718</td>\n",
       "      <td>26870.16</td>\n",
       "      <td>0.82</td>\n",
       "      <td>11.52</td>\n",
       "      <td>4.88</td>\n",
       "      <td>23.69</td>\n",
       "      <td>6.18</td>\n",
       "      <td>23827.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002655</th>\n",
       "      <td>共达电声</td>\n",
       "      <td>元器件</td>\n",
       "      <td>山东</td>\n",
       "      <td>412.15</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.60</td>\n",
       "      <td>125868.57</td>\n",
       "      <td>59010.43</td>\n",
       "      <td>40218.18</td>\n",
       "      <td>6423.60</td>\n",
       "      <td>...</td>\n",
       "      <td>1.80</td>\n",
       "      <td>5.33</td>\n",
       "      <td>20120217</td>\n",
       "      <td>19814.03</td>\n",
       "      <td>0.55</td>\n",
       "      <td>14.09</td>\n",
       "      <td>-56.13</td>\n",
       "      <td>28.73</td>\n",
       "      <td>1.08</td>\n",
       "      <td>42730.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000066</th>\n",
       "      <td>中国长城</td>\n",
       "      <td>电脑设备</td>\n",
       "      <td>深圳</td>\n",
       "      <td>53.81</td>\n",
       "      <td>24.91</td>\n",
       "      <td>29.44</td>\n",
       "      <td>1477457.25</td>\n",
       "      <td>710413.75</td>\n",
       "      <td>180808.45</td>\n",
       "      <td>101899.21</td>\n",
       "      <td>...</td>\n",
       "      <td>2.31</td>\n",
       "      <td>3.16</td>\n",
       "      <td>19970626</td>\n",
       "      <td>203022.22</td>\n",
       "      <td>0.69</td>\n",
       "      <td>-87.47</td>\n",
       "      <td>99.95</td>\n",
       "      <td>21.27</td>\n",
       "      <td>4.55</td>\n",
       "      <td>152188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300067</th>\n",
       "      <td>安诺其</td>\n",
       "      <td>染料涂料</td>\n",
       "      <td>上海</td>\n",
       "      <td>44.81</td>\n",
       "      <td>4.32</td>\n",
       "      <td>7.27</td>\n",
       "      <td>152890.38</td>\n",
       "      <td>78146.43</td>\n",
       "      <td>46797.90</td>\n",
       "      <td>10243.19</td>\n",
       "      <td>...</td>\n",
       "      <td>1.67</td>\n",
       "      <td>3.57</td>\n",
       "      <td>20100421</td>\n",
       "      <td>37615.46</td>\n",
       "      <td>0.52</td>\n",
       "      <td>50.78</td>\n",
       "      <td>10.59</td>\n",
       "      <td>21.41</td>\n",
       "      <td>6.93</td>\n",
       "      <td>33561.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000559</th>\n",
       "      <td>万向钱潮</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>33.68</td>\n",
       "      <td>27.48</td>\n",
       "      <td>27.53</td>\n",
       "      <td>1107064.63</td>\n",
       "      <td>665741.50</td>\n",
       "      <td>287102.97</td>\n",
       "      <td>23071.32</td>\n",
       "      <td>...</td>\n",
       "      <td>1.73</td>\n",
       "      <td>5.86</td>\n",
       "      <td>19940110</td>\n",
       "      <td>142585.42</td>\n",
       "      <td>0.52</td>\n",
       "      <td>3.47</td>\n",
       "      <td>0.06</td>\n",
       "      <td>20.91</td>\n",
       "      <td>7.73</td>\n",
       "      <td>144198.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600781</th>\n",
       "      <td>辅仁药业</td>\n",
       "      <td>中成药</td>\n",
       "      <td>河南</td>\n",
       "      <td>230.69</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1.78</td>\n",
       "      <td>126992.40</td>\n",
       "      <td>38365.92</td>\n",
       "      <td>78971.36</td>\n",
       "      <td>12936.33</td>\n",
       "      <td>...</td>\n",
       "      <td>2.15</td>\n",
       "      <td>10.70</td>\n",
       "      <td>19961218</td>\n",
       "      <td>5580.18</td>\n",
       "      <td>0.31</td>\n",
       "      <td>11.81</td>\n",
       "      <td>-34.87</td>\n",
       "      <td>44.32</td>\n",
       "      <td>3.48</td>\n",
       "      <td>13504.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603729</th>\n",
       "      <td>龙韵股份</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>上海</td>\n",
       "      <td>210.55</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.67</td>\n",
       "      <td>97434.93</td>\n",
       "      <td>82516.06</td>\n",
       "      <td>7244.75</td>\n",
       "      <td>26724.35</td>\n",
       "      <td>...</td>\n",
       "      <td>12.41</td>\n",
       "      <td>5.01</td>\n",
       "      <td>20150324</td>\n",
       "      <td>46754.80</td>\n",
       "      <td>7.01</td>\n",
       "      <td>-6.88</td>\n",
       "      <td>-53.62</td>\n",
       "      <td>10.85</td>\n",
       "      <td>2.04</td>\n",
       "      <td>5819.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300716</th>\n",
       "      <td>国立科技</td>\n",
       "      <td>塑料</td>\n",
       "      <td>广东</td>\n",
       "      <td>54.35</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.07</td>\n",
       "      <td>72146.30</td>\n",
       "      <td>37835.76</td>\n",
       "      <td>19304.75</td>\n",
       "      <td>25749.32</td>\n",
       "      <td>...</td>\n",
       "      <td>6.09</td>\n",
       "      <td>4.26</td>\n",
       "      <td>20171109</td>\n",
       "      <td>13933.13</td>\n",
       "      <td>1.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.15</td>\n",
       "      <td>7.44</td>\n",
       "      <td>54627.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600213</th>\n",
       "      <td>亚星客车</td>\n",
       "      <td>汽车整车</td>\n",
       "      <td>江苏</td>\n",
       "      <td>71.68</td>\n",
       "      <td>2.20</td>\n",
       "      <td>2.20</td>\n",
       "      <td>485918.00</td>\n",
       "      <td>454487.75</td>\n",
       "      <td>23624.40</td>\n",
       "      <td>34209.40</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>15.08</td>\n",
       "      <td>19990831</td>\n",
       "      <td>-45327.32</td>\n",
       "      <td>-2.06</td>\n",
       "      <td>-24.47</td>\n",
       "      <td>-43.38</td>\n",
       "      <td>16.84</td>\n",
       "      <td>1.83</td>\n",
       "      <td>26421.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>001965</th>\n",
       "      <td>招商公路</td>\n",
       "      <td>路桥</td>\n",
       "      <td>北京</td>\n",
       "      <td>22.84</td>\n",
       "      <td>5.55</td>\n",
       "      <td>61.78</td>\n",
       "      <td>5978384.50</td>\n",
       "      <td>1058908.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>6.98</td>\n",
       "      <td>1.98</td>\n",
       "      <td>20171225</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>75.41</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600890</th>\n",
       "      <td>中房股份</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.79</td>\n",
       "      <td>5.79</td>\n",
       "      <td>28985.35</td>\n",
       "      <td>18132.80</td>\n",
       "      <td>980.67</td>\n",
       "      <td>2033.78</td>\n",
       "      <td>...</td>\n",
       "      <td>0.45</td>\n",
       "      <td>22.72</td>\n",
       "      <td>19960318</td>\n",
       "      <td>-42420.10</td>\n",
       "      <td>-0.73</td>\n",
       "      <td>-48.31</td>\n",
       "      <td>-28.50</td>\n",
       "      <td>-238.16</td>\n",
       "      <td>-1808.90</td>\n",
       "      <td>25693.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603711</th>\n",
       "      <td>香飘飘</td>\n",
       "      <td>软饮料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>97.41</td>\n",
       "      <td>0.40</td>\n",
       "      <td>4.00</td>\n",
       "      <td>214295.91</td>\n",
       "      <td>121657.47</td>\n",
       "      <td>60376.19</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.43</td>\n",
       "      <td>7.75</td>\n",
       "      <td>20171130</td>\n",
       "      <td>82702.07</td>\n",
       "      <td>2.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.34</td>\n",
       "      <td>6.11</td>\n",
       "      <td>39802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600025</th>\n",
       "      <td>华能水电</td>\n",
       "      <td>水力发电</td>\n",
       "      <td>云南</td>\n",
       "      <td>44.33</td>\n",
       "      <td>18.00</td>\n",
       "      <td>180.00</td>\n",
       "      <td>16657994.00</td>\n",
       "      <td>517700.41</td>\n",
       "      <td>9989143.00</td>\n",
       "      <td>1691413.25</td>\n",
       "      <td>...</td>\n",
       "      <td>2.16</td>\n",
       "      <td>2.45</td>\n",
       "      <td>20171215</td>\n",
       "      <td>161660.02</td>\n",
       "      <td>0.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.18</td>\n",
       "      <td>17.72</td>\n",
       "      <td>1231158.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002188</th>\n",
       "      <td>巴士在线</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>浙江</td>\n",
       "      <td>33.54</td>\n",
       "      <td>1.84</td>\n",
       "      <td>2.96</td>\n",
       "      <td>240857.02</td>\n",
       "      <td>65851.93</td>\n",
       "      <td>13809.74</td>\n",
       "      <td>161092.70</td>\n",
       "      <td>...</td>\n",
       "      <td>7.27</td>\n",
       "      <td>2.17</td>\n",
       "      <td>20071122</td>\n",
       "      <td>23434.60</td>\n",
       "      <td>0.79</td>\n",
       "      <td>31.58</td>\n",
       "      <td>284.28</td>\n",
       "      <td>43.84</td>\n",
       "      <td>19.47</td>\n",
       "      <td>11868.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603363</th>\n",
       "      <td>傲农生物</td>\n",
       "      <td>饲料</td>\n",
       "      <td>福建</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.60</td>\n",
       "      <td>4.20</td>\n",
       "      <td>239774.70</td>\n",
       "      <td>122314.36</td>\n",
       "      <td>60631.20</td>\n",
       "      <td>19667.67</td>\n",
       "      <td>...</td>\n",
       "      <td>1.89</td>\n",
       "      <td>8.76</td>\n",
       "      <td>20170926</td>\n",
       "      <td>16039.01</td>\n",
       "      <td>0.38</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.77</td>\n",
       "      <td>2.62</td>\n",
       "      <td>59040.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300727</th>\n",
       "      <td>润禾材料</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>69.68</td>\n",
       "      <td>0.24</td>\n",
       "      <td>0.98</td>\n",
       "      <td>43196.92</td>\n",
       "      <td>25291.61</td>\n",
       "      <td>12968.00</td>\n",
       "      <td>10365.67</td>\n",
       "      <td>...</td>\n",
       "      <td>3.83</td>\n",
       "      <td>8.61</td>\n",
       "      <td>20171127</td>\n",
       "      <td>8362.07</td>\n",
       "      <td>0.86</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.56</td>\n",
       "      <td>10.75</td>\n",
       "      <td>50562.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603917</th>\n",
       "      <td>合力科技</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>浙江</td>\n",
       "      <td>44.76</td>\n",
       "      <td>0.28</td>\n",
       "      <td>1.12</td>\n",
       "      <td>79990.81</td>\n",
       "      <td>47954.71</td>\n",
       "      <td>23861.00</td>\n",
       "      <td>516.34</td>\n",
       "      <td>...</td>\n",
       "      <td>5.29</td>\n",
       "      <td>5.37</td>\n",
       "      <td>20171204</td>\n",
       "      <td>30964.55</td>\n",
       "      <td>2.76</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.48</td>\n",
       "      <td>15.30</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603016</th>\n",
       "      <td>新宏泰</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>118.80</td>\n",
       "      <td>0.70</td>\n",
       "      <td>1.49</td>\n",
       "      <td>91675.95</td>\n",
       "      <td>74875.85</td>\n",
       "      <td>11421.01</td>\n",
       "      <td>27593.13</td>\n",
       "      <td>...</td>\n",
       "      <td>5.39</td>\n",
       "      <td>6.70</td>\n",
       "      <td>20160701</td>\n",
       "      <td>33017.42</td>\n",
       "      <td>2.22</td>\n",
       "      <td>1.10</td>\n",
       "      <td>-30.56</td>\n",
       "      <td>39.74</td>\n",
       "      <td>11.84</td>\n",
       "      <td>18682.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603676</th>\n",
       "      <td>卫信康</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>西藏</td>\n",
       "      <td>65.95</td>\n",
       "      <td>0.63</td>\n",
       "      <td>4.23</td>\n",
       "      <td>93081.96</td>\n",
       "      <td>63901.90</td>\n",
       "      <td>15571.84</td>\n",
       "      <td>25683.25</td>\n",
       "      <td>...</td>\n",
       "      <td>1.97</td>\n",
       "      <td>8.14</td>\n",
       "      <td>20170721</td>\n",
       "      <td>12497.96</td>\n",
       "      <td>0.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>59.47</td>\n",
       "      <td>27.47</td>\n",
       "      <td>29886.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300731</th>\n",
       "      <td>科创新源</td>\n",
       "      <td>橡胶</td>\n",
       "      <td>深圳</td>\n",
       "      <td>53.98</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.87</td>\n",
       "      <td>26369.38</td>\n",
       "      <td>23502.03</td>\n",
       "      <td>1737.75</td>\n",
       "      <td>9434.82</td>\n",
       "      <td>...</td>\n",
       "      <td>3.37</td>\n",
       "      <td>11.37</td>\n",
       "      <td>20171208</td>\n",
       "      <td>5390.14</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.54</td>\n",
       "      <td>25.94</td>\n",
       "      <td>45956.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603890</th>\n",
       "      <td>春秋电子</td>\n",
       "      <td>机械基件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>37.06</td>\n",
       "      <td>0.34</td>\n",
       "      <td>1.37</td>\n",
       "      <td>135607.91</td>\n",
       "      <td>102634.40</td>\n",
       "      <td>17329.92</td>\n",
       "      <td>16794.82</td>\n",
       "      <td>...</td>\n",
       "      <td>5.31</td>\n",
       "      <td>7.93</td>\n",
       "      <td>20171212</td>\n",
       "      <td>26800.36</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.80</td>\n",
       "      <td>9.28</td>\n",
       "      <td>35047.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603970</th>\n",
       "      <td>中农立华</td>\n",
       "      <td>其他商业</td>\n",
       "      <td>北京</td>\n",
       "      <td>45.00</td>\n",
       "      <td>0.33</td>\n",
       "      <td>1.33</td>\n",
       "      <td>239227.95</td>\n",
       "      <td>214653.55</td>\n",
       "      <td>5559.50</td>\n",
       "      <td>540.77</td>\n",
       "      <td>...</td>\n",
       "      <td>3.78</td>\n",
       "      <td>8.65</td>\n",
       "      <td>20171116</td>\n",
       "      <td>21996.17</td>\n",
       "      <td>1.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.33</td>\n",
       "      <td>2.51</td>\n",
       "      <td>35402.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000950</th>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>重庆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.28</td>\n",
       "      <td>1562395.13</td>\n",
       "      <td>1296451.63</td>\n",
       "      <td>48986.46</td>\n",
       "      <td>259775.59</td>\n",
       "      <td>...</td>\n",
       "      <td>3.80</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19990916</td>\n",
       "      <td>193228.36</td>\n",
       "      <td>1.12</td>\n",
       "      <td>1.16</td>\n",
       "      <td>758.44</td>\n",
       "      <td>9.07</td>\n",
       "      <td>5.20</td>\n",
       "      <td>30624.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000629</th>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>普钢</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>47.67</td>\n",
       "      <td>85.90</td>\n",
       "      <td>999802.19</td>\n",
       "      <td>379422.75</td>\n",
       "      <td>442935.09</td>\n",
       "      <td>552790.38</td>\n",
       "      <td>...</td>\n",
       "      <td>0.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19961115</td>\n",
       "      <td>-1146276.50</td>\n",
       "      <td>-1.33</td>\n",
       "      <td>-29.09</td>\n",
       "      <td>155.19</td>\n",
       "      <td>20.06</td>\n",
       "      <td>10.35</td>\n",
       "      <td>309056.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000511</th>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>矿物制品</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>11.55</td>\n",
       "      <td>346274.91</td>\n",
       "      <td>312833.03</td>\n",
       "      <td>2405.45</td>\n",
       "      <td>29655.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.87</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19930518</td>\n",
       "      <td>-63425.48</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>43.62</td>\n",
       "      <td>-55.46</td>\n",
       "      <td>0.22</td>\n",
       "      <td>-14.68</td>\n",
       "      <td>164822.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603161</th>\n",
       "      <td>科华控股</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>174029.09</td>\n",
       "      <td>75809.77</td>\n",
       "      <td>50636.46</td>\n",
       "      <td>23224.47</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>26920.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>32.26</td>\n",
       "      <td>12.35</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603080</th>\n",
       "      <td>新疆火炬</td>\n",
       "      <td>供气供热</td>\n",
       "      <td>新疆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61963.46</td>\n",
       "      <td>18803.98</td>\n",
       "      <td>25854.02</td>\n",
       "      <td>8874.42</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>27681.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>41.34</td>\n",
       "      <td>22.88</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603056</th>\n",
       "      <td>德邦股份</td>\n",
       "      <td>仓储物流</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>608186.88</td>\n",
       "      <td>362515.31</td>\n",
       "      <td>152871.45</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>183779.47</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.93</td>\n",
       "      <td>2.44</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601838</th>\n",
       "      <td>成都银行</td>\n",
       "      <td>银行</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>40991660.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>102515.20</td>\n",
       "      <td>402383.19</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>1029206.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43.06</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601828</th>\n",
       "      <td>美凯龙</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9579130.00</td>\n",
       "      <td>1602542.13</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.78</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600806</th>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>机床制造</td>\n",
       "      <td>云南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>3.90</td>\n",
       "      <td>5.31</td>\n",
       "      <td>193646.66</td>\n",
       "      <td>121889.97</td>\n",
       "      <td>45542.53</td>\n",
       "      <td>1976.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19940103</td>\n",
       "      <td>-45091.93</td>\n",
       "      <td>-0.85</td>\n",
       "      <td>21.07</td>\n",
       "      <td>-23.37</td>\n",
       "      <td>3.60</td>\n",
       "      <td>-51.43</td>\n",
       "      <td>33099.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>600432</th>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>小金属</td>\n",
       "      <td>吉林</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.04</td>\n",
       "      <td>16.04</td>\n",
       "      <td>1373541.75</td>\n",
       "      <td>297409.28</td>\n",
       "      <td>768094.25</td>\n",
       "      <td>626871.94</td>\n",
       "      <td>...</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20030905</td>\n",
       "      <td>-549617.19</td>\n",
       "      <td>-3.43</td>\n",
       "      <td>9.91</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>15.12</td>\n",
       "      <td>-42.86</td>\n",
       "      <td>70654.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300736</th>\n",
       "      <td>百华悦邦</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26685.90</td>\n",
       "      <td>18568.92</td>\n",
       "      <td>680.90</td>\n",
       "      <td>3810.10</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>10620.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.02</td>\n",
       "      <td>6.24</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300733</th>\n",
       "      <td>西菱动力</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>102448.71</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.61</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300664</th>\n",
       "      <td>鹏鹞环保</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>366330.94</td>\n",
       "      <td>73137.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.00</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002925</th>\n",
       "      <td>盈趣科技</td>\n",
       "      <td>元器件</td>\n",
       "      <td>福建</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>230804.05</td>\n",
       "      <td>201431.20</td>\n",
       "      <td>14908.24</td>\n",
       "      <td>9387.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>87310.40</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>48.90</td>\n",
       "      <td>32.26</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002923</th>\n",
       "      <td>润都股份</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>64912.15</td>\n",
       "      <td>35518.10</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>61.74</td>\n",
       "      <td>12.26</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3477 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area      pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                    \n",
       "300735    N光弘     通信设备   广东   27.19         0.89    3.55    106216.22   \n",
       "603329    N雅仕     仓储物流   上海   29.36         0.33    1.32     84900.68   \n",
       "002922   N伊戈尔     电气设备   广东   31.47         0.33    1.32     94519.70   \n",
       "603655    N朗博     汽车配件   江苏   29.64         0.27    1.06     33882.87   \n",
       "002577   雷柏科技     电脑设备   深圳  220.19         2.81    2.83    130364.22   \n",
       "603618   杭电股份     电气设备   浙江   49.13         3.10    6.87    493988.91   \n",
       "300684   中石科技     化工原料   北京   30.57         0.22    0.87     61019.13   \n",
       "603920   世运电路      元器件   广东   37.35         0.89    4.02    294390.53   \n",
       "603707   健友股份     化学制药   江苏   40.09         0.64    4.24    240607.02   \n",
       "002920   德赛西威     汽车配件   广东   34.44         1.00    5.50    442787.56   \n",
       "300509    新美星     专用机械   江苏   46.68         0.26    0.80    120190.72   \n",
       "002796   世嘉科技     专用机械   江苏   85.06         0.30    0.82     67974.81   \n",
       "002921   联诚精密     汽车配件   山东   32.77         0.20    0.80     91568.06   \n",
       "002915   中欣氟材     化工原料   浙江   84.69         0.28    1.12     48299.94   \n",
       "002883   中设股份     建筑施工   江苏   55.71         0.13    0.53     42931.45   \n",
       "603929   亚翔集成     装修装饰   江苏   40.79         0.53    2.13    147109.02   \n",
       "002916   深南电路      元器件   深圳   54.07         0.70    2.80    594001.94   \n",
       "002885    京泉华      元器件   深圳   43.72         0.20    0.80    108946.22   \n",
       "300223   北京君正      半导体   北京  643.04         0.99    1.66    115314.20   \n",
       "300275    梅安森     软件服务   重庆   56.37         1.20    1.64     94123.28   \n",
       "300019   硅宝科技     化工原料   四川   73.24         2.05    3.31     94557.15   \n",
       "603477   振静股份       纺织   四川   73.70         0.60    2.40     97767.67   \n",
       "603283   赛腾股份     专用机械   江苏   20.94         0.40    1.60     87999.36   \n",
       "603009   北特科技     汽车配件   上海   63.77         3.21    3.28    208275.38   \n",
       "002655   共达电声      元器件   山东  412.15         3.60    3.60    125868.57   \n",
       "000066   中国长城     电脑设备   深圳   53.81        24.91   29.44   1477457.25   \n",
       "300067    安诺其     染料涂料   上海   44.81         4.32    7.27    152890.38   \n",
       "000559   万向钱潮     汽车配件   浙江   33.68        27.48   27.53   1107064.63   \n",
       "600781   辅仁药业      中成药   河南  230.69         1.78    1.78    126992.40   \n",
       "603729   龙韵股份     广告包装   上海  210.55         0.36    0.67     97434.93   \n",
       "...       ...      ...  ...     ...          ...     ...          ...   \n",
       "300716   国立科技       塑料   广东   54.35         0.27    1.07     72146.30   \n",
       "600213   亚星客车     汽车整车   江苏   71.68         2.20    2.20    485918.00   \n",
       "001965   招商公路       路桥   北京   22.84         5.55   61.78   5978384.50   \n",
       "600890   中房股份     区域地产   北京    0.00         5.79    5.79     28985.35   \n",
       "603711    香飘飘      软饮料   浙江   97.41         0.40    4.00    214295.91   \n",
       "600025   华能水电     水力发电   云南   44.33        18.00  180.00  16657994.00   \n",
       "002188   巴士在线     广告包装   浙江   33.54         1.84    2.96    240857.02   \n",
       "603363   傲农生物       饲料   福建   57.53         0.60    4.20    239774.70   \n",
       "300727   润禾材料     化工原料   浙江   69.68         0.24    0.98     43196.92   \n",
       "603917   合力科技     专用机械   浙江   44.76         0.28    1.12     79990.81   \n",
       "603016    新宏泰     电气设备   江苏  118.80         0.70    1.49     91675.95   \n",
       "603676    卫信康     化学制药   西藏   65.95         0.63    4.23     93081.96   \n",
       "300731   科创新源       橡胶   深圳   53.98         0.22    0.87     26369.38   \n",
       "603890   春秋电子     机械基件   江苏   37.06         0.34    1.37    135607.91   \n",
       "603970   中农立华     其他商业   北京   45.00         0.33    1.33    239227.95   \n",
       "000950  *ST建峰     农药化肥   重庆    0.00         5.99   17.28   1562395.13   \n",
       "000629  *ST钒钛       普钢   四川    0.00        47.67   85.90    999802.19   \n",
       "000511  *ST烯碳     矿物制品   辽宁    0.00        11.55   11.55    346274.91   \n",
       "603161   科华控股     汽车配件   江苏    0.00         0.00    0.00    174029.09   \n",
       "603080   新疆火炬     供气供热   新疆    0.00         0.00    0.00     61963.46   \n",
       "603056   德邦股份     仓储物流   上海    0.00         0.00    0.00    608186.88   \n",
       "601838   成都银行       银行   四川    0.00         0.00    0.00  40991660.00   \n",
       "601828    美凯龙     家居用品   上海    0.00         0.00    0.00   9579130.00   \n",
       "600806  *ST昆机     机床制造   云南    0.00         3.90    5.31    193646.66   \n",
       "600432  *ST吉恩      小金属   吉林    0.00        16.04   16.04   1373541.75   \n",
       "300736   百华悦邦     通信设备   北京    0.00         0.00    0.00     26685.90   \n",
       "300733   西菱动力     汽车配件   四川    0.00         0.00    0.00    102448.71   \n",
       "300664   鹏鹞环保     环境保护   江苏    0.00         0.00    0.00    366330.94   \n",
       "002925   盈趣科技      元器件   福建    0.00         0.00    0.00    230804.05   \n",
       "002923   润都股份     化学制药   广东    0.00         0.00    0.00     64912.15   \n",
       "\n",
       "        liquidAssets  fixedAssets    reserved    ...       bvps     pb  \\\n",
       "code                                             ...                     \n",
       "300735      48046.23     48601.87    23199.53    ...       2.82   5.11   \n",
       "603329      72657.60         0.00        0.00    ...       3.99   3.80   \n",
       "002922      58731.76         0.00        0.00    ...       5.00   3.57   \n",
       "603655      17456.89     14246.38    16674.90    ...       3.86   2.41   \n",
       "002577      78139.13     27305.77    97142.15    ...       4.19   4.01   \n",
       "603618     378234.09     43163.48    71927.50    ...       2.88   3.13   \n",
       "300684      33648.35     24754.74    12281.78    ...       5.45   2.56   \n",
       "603920     242341.84     41304.05   131502.31    ...       5.78   3.40   \n",
       "603707     192643.13     28737.90    61675.92    ...       4.63   6.09   \n",
       "002920     347101.78     52933.41    19826.17    ...       3.56  11.00   \n",
       "300509      90422.43      9983.51    30648.30    ...       7.22   3.76   \n",
       "002796      43702.40     10084.24    26651.01    ...       6.07   5.22   \n",
       "002921      40872.60     37956.15    24143.13    ...       7.29   2.76   \n",
       "002915      19818.90     24447.76     4363.41    ...       3.54   9.94   \n",
       "002883      38665.80      1968.18    20463.71    ...       6.85   6.98   \n",
       "603929     142470.56      2371.56    26174.14    ...       4.48   5.82   \n",
       "002916     255038.63    281201.25    92537.00    ...       8.53  10.23   \n",
       "002885      79207.06      3430.35    34056.76    ...       8.22   4.72   \n",
       "300223      85313.06      3691.81    75210.59    ...       6.72   5.28   \n",
       "300275      66822.46     12101.91    22484.40    ...       3.30   4.26   \n",
       "300019      43810.01     27523.06     4947.73    ...       2.20   4.55   \n",
       "603477      61670.55     13862.45    12927.05    ...       2.66   7.11   \n",
       "603283      72952.13      7978.27     5622.12    ...       3.12   4.66   \n",
       "603009     126521.52     47161.84    70431.80    ...       4.02   2.58   \n",
       "002655      59010.43     40218.18     6423.60    ...       1.80   5.33   \n",
       "000066     710413.75    180808.45   101899.21    ...       2.31   3.16   \n",
       "300067      78146.43     46797.90    10243.19    ...       1.67   3.57   \n",
       "000559     665741.50    287102.97    23071.32    ...       1.73   5.86   \n",
       "600781      38365.92     78971.36    12936.33    ...       2.15  10.70   \n",
       "603729      82516.06      7244.75    26724.35    ...      12.41   5.01   \n",
       "...              ...          ...         ...    ...        ...    ...   \n",
       "300716      37835.76     19304.75    25749.32    ...       6.09   4.26   \n",
       "600213     454487.75     23624.40    34209.40    ...       0.71  15.08   \n",
       "001965    1058908.75         0.00        0.00    ...       6.98   1.98   \n",
       "600890      18132.80       980.67     2033.78    ...       0.45  22.72   \n",
       "603711     121657.47     60376.19        0.00    ...       3.43   7.75   \n",
       "600025     517700.41   9989143.00  1691413.25    ...       2.16   2.45   \n",
       "002188      65851.93     13809.74   161092.70    ...       7.27   2.17   \n",
       "603363     122314.36     60631.20    19667.67    ...       1.89   8.76   \n",
       "300727      25291.61     12968.00    10365.67    ...       3.83   8.61   \n",
       "603917      47954.71     23861.00      516.34    ...       5.29   5.37   \n",
       "603016      74875.85     11421.01    27593.13    ...       5.39   6.70   \n",
       "603676      63901.90     15571.84    25683.25    ...       1.97   8.14   \n",
       "300731      23502.03      1737.75     9434.82    ...       3.37  11.37   \n",
       "603890     102634.40     17329.92    16794.82    ...       5.31   7.93   \n",
       "603970     214653.55      5559.50      540.77    ...       3.78   8.65   \n",
       "000950    1296451.63     48986.46   259775.59    ...       3.80   0.00   \n",
       "000629     379422.75    442935.09   552790.38    ...       0.48   0.00   \n",
       "000511     312833.03      2405.45    29655.31    ...       0.87   0.00   \n",
       "603161      75809.77     50636.46    23224.47    ...       0.00   0.00   \n",
       "603080      18803.98     25854.02     8874.42    ...       0.00   0.00   \n",
       "603056     362515.31    152871.45        0.00    ...       0.00   0.00   \n",
       "601838          0.00    102515.20   402383.19    ...       0.00   0.00   \n",
       "601828    1602542.13         0.00        0.00    ...       0.00   0.00   \n",
       "600806     121889.97     45542.53     1976.50    ...       0.41   0.00   \n",
       "600432     297409.28    768094.25   626871.94    ...       0.88   0.00   \n",
       "300736      18568.92       680.90     3810.10    ...       0.00   0.00   \n",
       "300733          0.00         0.00        0.00    ...       0.00   0.00   \n",
       "300664      73137.24         0.00        0.00    ...       0.00   0.00   \n",
       "002925     201431.20     14908.24     9387.63    ...       0.00   0.00   \n",
       "002923      35518.10         0.00        0.00    ...       0.00   0.00   \n",
       "\n",
       "        timeToMarket        undp  perundp     rev  profit     gpr      npr  \\\n",
       "code                                                                         \n",
       "300735      20171229    22749.50     0.64    0.00    0.00   27.77    14.27   \n",
       "603329      20171229        0.00     0.00    0.00    0.00    0.00     4.37   \n",
       "002922      20171229        0.00     0.00    0.00    0.00    0.00     7.03   \n",
       "603655      20171229     5691.89     0.54    0.00    0.00   46.18    18.79   \n",
       "002577      20110428    -9463.61    -0.33  -10.67   -9.27   27.25     4.32   \n",
       "603618      20150217    50919.98     0.74   12.12  -23.52   17.00     3.19   \n",
       "300684      20171227    15325.42     1.76    0.00    0.00   34.84    10.49   \n",
       "603920      20170426    53326.10     1.33    0.00    0.00   23.67    10.74   \n",
       "603707      20170719    84224.82     1.99    0.00    0.00   46.15    28.53   \n",
       "002920      20171226    87035.38     1.58    0.00    0.00   26.15    10.54   \n",
       "300509      20160425    16960.27     2.12    8.87   -8.50   34.79     9.30   \n",
       "002796      20160510    11252.98     1.37   20.00  -35.24   13.71     5.30   \n",
       "002921      20171227    13568.35     1.70    0.00    0.00   26.63     8.21   \n",
       "002915      20171205    14747.07     1.32    0.00    0.00   29.18    12.97   \n",
       "002883      20170620    10092.40     1.89    0.00    0.00   48.81    20.65   \n",
       "603929      20161230    43974.80     2.06  -30.40  -32.68   13.84     8.22   \n",
       "002916      20171213    59876.44     2.14    0.00    0.00   22.21     8.04   \n",
       "002885      20170627    22010.06     2.75    0.00    0.00   19.77     7.13   \n",
       "300223      20110531    16742.10     1.01   97.41  -15.54   38.64     5.59   \n",
       "300275      20111102    11906.46     0.72  119.24  164.16   39.41    14.98   \n",
       "300019      20091030    30155.36     0.91   16.12  -49.71   24.88     6.86   \n",
       "603477      20171218    15758.07     0.66    0.00    0.00   18.83     9.71   \n",
       "603283      20171225    17066.89     1.07    0.00    0.00   51.08    17.79   \n",
       "603009      20140718    26870.16     0.82   11.52    4.88   23.69     6.18   \n",
       "002655      20120217    19814.03     0.55   14.09  -56.13   28.73     1.08   \n",
       "000066      19970626   203022.22     0.69  -87.47   99.95   21.27     4.55   \n",
       "300067      20100421    37615.46     0.52   50.78   10.59   21.41     6.93   \n",
       "000559      19940110   142585.42     0.52    3.47    0.06   20.91     7.73   \n",
       "600781      19961218     5580.18     0.31   11.81  -34.87   44.32     3.48   \n",
       "603729      20150324    46754.80     7.01   -6.88  -53.62   10.85     2.04   \n",
       "...              ...         ...      ...     ...     ...     ...      ...   \n",
       "300716      20171109    13933.13     1.31    0.00    0.00   21.15     7.44   \n",
       "600213      19990831   -45327.32    -2.06  -24.47  -43.38   16.84     1.83   \n",
       "001965      20171225        0.00     0.00    0.00    0.00    0.00    75.41   \n",
       "600890      19960318   -42420.10    -0.73  -48.31  -28.50 -238.16 -1808.90   \n",
       "603711      20171130    82702.07     2.07    0.00    0.00   38.34     6.11   \n",
       "600025      20171215   161660.02     0.09    0.00    0.00   47.18    17.72   \n",
       "002188      20071122    23434.60     0.79   31.58  284.28   43.84    19.47   \n",
       "603363      20170926    16039.01     0.38    0.00    0.00   19.77     2.62   \n",
       "300727      20171127     8362.07     0.86    0.00    0.00   29.56    10.75   \n",
       "603917      20171204    30964.55     2.76    0.00    0.00   33.48    15.30   \n",
       "603016      20160701    33017.42     2.22    1.10  -30.56   39.74    11.84   \n",
       "603676      20170721    12497.96     0.30    0.00    0.00   59.47    27.47   \n",
       "300731      20171208     5390.14     0.62    0.00    0.00   48.54    25.94   \n",
       "603890      20171212    26800.36     1.96    0.00    0.00   20.80     9.28   \n",
       "603970      20171116    21996.17     1.65    0.00    0.00   11.33     2.51   \n",
       "000950      19990916   193228.36     1.12    1.16  758.44    9.07     5.20   \n",
       "000629      19961115 -1146276.50    -1.33  -29.09  155.19   20.06    10.35   \n",
       "000511      19930518   -63425.48    -0.55   43.62  -55.46    0.22   -14.68   \n",
       "603161             0    26920.22     0.00    0.00    0.00   32.26    12.35   \n",
       "603080             0    27681.71     0.00    0.00    0.00   41.34    22.88   \n",
       "603056             0   183779.47     0.00    0.00    0.00   12.93     2.44   \n",
       "601838             0  1029206.69     0.00    0.00    0.00    0.00    43.06   \n",
       "601828             0        0.00     0.00    0.00    0.00    0.00    36.78   \n",
       "600806      19940103   -45091.93    -0.85   21.07  -23.37    3.60   -51.43   \n",
       "600432      20030905  -549617.19    -3.43    9.91  -56.24   15.12   -42.86   \n",
       "300736             0    10620.51     0.00    0.00    0.00   33.02     6.24   \n",
       "300733             0        0.00     0.00    0.00    0.00    0.00    15.61   \n",
       "300664             0        0.00     0.00    0.00    0.00    0.00    34.00   \n",
       "002925             0    87310.40     0.00    0.00    0.00   48.90    32.26   \n",
       "002923             0        0.00     0.00    0.00    0.00   61.74    12.26   \n",
       "\n",
       "          holders  \n",
       "code               \n",
       "300735   166446.0  \n",
       "603329    35041.0  \n",
       "002922    65639.0  \n",
       "603655    28308.0  \n",
       "002577    35941.0  \n",
       "603618    55577.0  \n",
       "300684    45590.0  \n",
       "603920    42042.0  \n",
       "603707    14103.0  \n",
       "002920   186251.0  \n",
       "300509    11543.0  \n",
       "002796    16547.0  \n",
       "002921    40000.0  \n",
       "002915    56771.0  \n",
       "002883     7890.0  \n",
       "603929    17991.0  \n",
       "002916   132188.0  \n",
       "002885    13452.0  \n",
       "300223    20557.0  \n",
       "300275    21600.0  \n",
       "300019    27227.0  \n",
       "603477    56235.0  \n",
       "603283    41762.0  \n",
       "603009    23827.0  \n",
       "002655    42730.0  \n",
       "000066   152188.0  \n",
       "300067    33561.0  \n",
       "000559   144198.0  \n",
       "600781    13504.0  \n",
       "603729     5819.0  \n",
       "...           ...  \n",
       "300716    54627.0  \n",
       "600213    26421.0  \n",
       "001965        0.0  \n",
       "600890    25693.0  \n",
       "603711    39802.0  \n",
       "600025  1231158.0  \n",
       "002188    11868.0  \n",
       "603363    59040.0  \n",
       "300727    50562.0  \n",
       "603917        0.0  \n",
       "603016    18682.0  \n",
       "603676    29886.0  \n",
       "300731    45956.0  \n",
       "603890    35047.0  \n",
       "603970    35402.0  \n",
       "000950    30624.0  \n",
       "000629   309056.0  \n",
       "000511   164822.0  \n",
       "603161        0.0  \n",
       "603080        0.0  \n",
       "603056        0.0  \n",
       "601838        0.0  \n",
       "601828        0.0  \n",
       "600806    33099.0  \n",
       "600432    70654.0  \n",
       "300736        0.0  \n",
       "300733        0.0  \n",
       "300664        0.0  \n",
       "002925        0.0  \n",
       "002923        0.0  \n",
       "\n",
       "[3477 rows x 22 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.get_stock_basics(\"2017-12-29\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>industry</th>\n",
       "      <th>area</th>\n",
       "      <th>pe</th>\n",
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       "      <th>600996</th>\n",
       "      <td>N贵广</td>\n",
       "      <td>影视音像</td>\n",
       "      <td>贵州</td>\n",
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       "      <td>19.26</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.76</td>\n",
       "      <td>172067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603058</th>\n",
       "      <td>永吉股份</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>贵州</td>\n",
       "      <td>35.44</td>\n",
       "      <td>0.42</td>\n",
       "      <td>4.22</td>\n",
       "      <td>63957.38</td>\n",
       "      <td>31137.80</td>\n",
       "      <td>22434.73</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>1.53</td>\n",
       "      <td>4.94</td>\n",
       "      <td>20161223</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-10.48</td>\n",
       "      <td>-5.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.02</td>\n",
       "      <td>37408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000812</th>\n",
       "      <td>陕西金叶</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>陕西</td>\n",
       "      <td>191.34</td>\n",
       "      <td>4.46</td>\n",
       "      <td>4.47</td>\n",
       "      <td>204223.73</td>\n",
       "      <td>120306.40</td>\n",
       "      <td>50117.87</td>\n",
       "      <td>1688.15</td>\n",
       "      <td>...</td>\n",
       "      <td>1.97</td>\n",
       "      <td>6.24</td>\n",
       "      <td>19980623</td>\n",
       "      <td>30640.70</td>\n",
       "      <td>0.68</td>\n",
       "      <td>60.23</td>\n",
       "      <td>8.97</td>\n",
       "      <td>21.96</td>\n",
       "      <td>3.47</td>\n",
       "      <td>42176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002826</th>\n",
       "      <td>易明医药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>西藏</td>\n",
       "      <td>99.65</td>\n",
       "      <td>0.47</td>\n",
       "      <td>1.90</td>\n",
       "      <td>41692.43</td>\n",
       "      <td>22527.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>12.49</td>\n",
       "      <td>20161209</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.43</td>\n",
       "      <td>82775</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603878</th>\n",
       "      <td>武进不锈</td>\n",
       "      <td>钢加工</td>\n",
       "      <td>江苏</td>\n",
       "      <td>58.53</td>\n",
       "      <td>0.51</td>\n",
       "      <td>2.02</td>\n",
       "      <td>172152.67</td>\n",
       "      <td>116886.88</td>\n",
       "      <td>38053.25</td>\n",
       "      <td>41118.78</td>\n",
       "      <td>...</td>\n",
       "      <td>7.96</td>\n",
       "      <td>4.33</td>\n",
       "      <td>20161219</td>\n",
       "      <td>56448.50</td>\n",
       "      <td>2.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.77</td>\n",
       "      <td>9.01</td>\n",
       "      <td>47889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603389</th>\n",
       "      <td>亚振家居</td>\n",
       "      <td>家居用品</td>\n",
       "      <td>江苏</td>\n",
       "      <td>85.92</td>\n",
       "      <td>0.55</td>\n",
       "      <td>2.19</td>\n",
       "      <td>60124.23</td>\n",
       "      <td>39283.35</td>\n",
       "      <td>12430.91</td>\n",
       "      <td>4661.16</td>\n",
       "      <td>...</td>\n",
       "      <td>2.60</td>\n",
       "      <td>8.40</td>\n",
       "      <td>20161215</td>\n",
       "      <td>20086.35</td>\n",
       "      <td>0.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>58.99</td>\n",
       "      <td>11.17</td>\n",
       "      <td>51084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603577</th>\n",
       "      <td>汇金通</td>\n",
       "      <td>钢加工</td>\n",
       "      <td>山东</td>\n",
       "      <td>36.71</td>\n",
       "      <td>0.29</td>\n",
       "      <td>1.17</td>\n",
       "      <td>101383.60</td>\n",
       "      <td>73521.30</td>\n",
       "      <td>20522.25</td>\n",
       "      <td>24119.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.96</td>\n",
       "      <td>3.24</td>\n",
       "      <td>20161222</td>\n",
       "      <td>17820.59</td>\n",
       "      <td>1.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.09</td>\n",
       "      <td>10.96</td>\n",
       "      <td>27115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300080</th>\n",
       "      <td>易成新能</td>\n",
       "      <td>半导体</td>\n",
       "      <td>河南</td>\n",
       "      <td>1121.48</td>\n",
       "      <td>5.02</td>\n",
       "      <td>5.03</td>\n",
       "      <td>596989.13</td>\n",
       "      <td>383445.91</td>\n",
       "      <td>121599.75</td>\n",
       "      <td>243110.00</td>\n",
       "      <td>...</td>\n",
       "      <td>6.41</td>\n",
       "      <td>1.61</td>\n",
       "      <td>20100625</td>\n",
       "      <td>25006.01</td>\n",
       "      <td>0.50</td>\n",
       "      <td>36.47</td>\n",
       "      <td>140.04</td>\n",
       "      <td>20.61</td>\n",
       "      <td>0.21</td>\n",
       "      <td>32544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300579</th>\n",
       "      <td>数字认证</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>北京</td>\n",
       "      <td>70.23</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>40868.62</td>\n",
       "      <td>36677.76</td>\n",
       "      <td>1627.78</td>\n",
       "      <td>3349.91</td>\n",
       "      <td>...</td>\n",
       "      <td>3.58</td>\n",
       "      <td>5.90</td>\n",
       "      <td>20161223</td>\n",
       "      <td>10674.12</td>\n",
       "      <td>1.33</td>\n",
       "      <td>24.91</td>\n",
       "      <td>36.47</td>\n",
       "      <td>58.74</td>\n",
       "      <td>7.68</td>\n",
       "      <td>36503</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300571</th>\n",
       "      <td>平治信息</td>\n",
       "      <td>互联网</td>\n",
       "      <td>浙江</td>\n",
       "      <td>34.51</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.40</td>\n",
       "      <td>21942.17</td>\n",
       "      <td>18649.95</td>\n",
       "      <td>118.80</td>\n",
       "      <td>1189.55</td>\n",
       "      <td>...</td>\n",
       "      <td>4.97</td>\n",
       "      <td>8.23</td>\n",
       "      <td>20161213</td>\n",
       "      <td>9950.62</td>\n",
       "      <td>2.49</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.23</td>\n",
       "      <td>12.04</td>\n",
       "      <td>18553</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300565</th>\n",
       "      <td>科信技术</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>深圳</td>\n",
       "      <td>89.52</td>\n",
       "      <td>0.40</td>\n",
       "      <td>1.60</td>\n",
       "      <td>87290.11</td>\n",
       "      <td>78041.32</td>\n",
       "      <td>1163.55</td>\n",
       "      <td>2757.06</td>\n",
       "      <td>...</td>\n",
       "      <td>3.30</td>\n",
       "      <td>12.45</td>\n",
       "      <td>20161122</td>\n",
       "      <td>22881.70</td>\n",
       "      <td>1.43</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>36.02</td>\n",
       "      <td>10.82</td>\n",
       "      <td>69388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002346</th>\n",
       "      <td>柘中股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>上海</td>\n",
       "      <td>768.69</td>\n",
       "      <td>0.80</td>\n",
       "      <td>4.42</td>\n",
       "      <td>226300.95</td>\n",
       "      <td>119589.97</td>\n",
       "      <td>42031.98</td>\n",
       "      <td>44081.50</td>\n",
       "      <td>...</td>\n",
       "      <td>3.72</td>\n",
       "      <td>7.50</td>\n",
       "      <td>20100128</td>\n",
       "      <td>56321.96</td>\n",
       "      <td>1.28</td>\n",
       "      <td>-10.99</td>\n",
       "      <td>-87.81</td>\n",
       "      <td>25.59</td>\n",
       "      <td>4.59</td>\n",
       "      <td>16794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002832</th>\n",
       "      <td>比音勒芬</td>\n",
       "      <td>服饰</td>\n",
       "      <td>广东</td>\n",
       "      <td>31.52</td>\n",
       "      <td>0.27</td>\n",
       "      <td>1.07</td>\n",
       "      <td>82351.45</td>\n",
       "      <td>73079.35</td>\n",
       "      <td>323.55</td>\n",
       "      <td>3352.95</td>\n",
       "      <td>...</td>\n",
       "      <td>7.90</td>\n",
       "      <td>5.24</td>\n",
       "      <td>20161223</td>\n",
       "      <td>47741.76</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>62.69</td>\n",
       "      <td>17.36</td>\n",
       "      <td>47904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603009</th>\n",
       "      <td>北特科技</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>上海</td>\n",
       "      <td>112.37</td>\n",
       "      <td>0.36</td>\n",
       "      <td>1.31</td>\n",
       "      <td>178430.88</td>\n",
       "      <td>112788.35</td>\n",
       "      <td>35691.71</td>\n",
       "      <td>88601.78</td>\n",
       "      <td>...</td>\n",
       "      <td>9.53</td>\n",
       "      <td>4.57</td>\n",
       "      <td>20140718</td>\n",
       "      <td>21527.25</td>\n",
       "      <td>1.64</td>\n",
       "      <td>16.90</td>\n",
       "      <td>21.49</td>\n",
       "      <td>23.37</td>\n",
       "      <td>6.58</td>\n",
       "      <td>7783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300545</th>\n",
       "      <td>联得装备</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>深圳</td>\n",
       "      <td>206.45</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.71</td>\n",
       "      <td>55374.18</td>\n",
       "      <td>51998.12</td>\n",
       "      <td>1448.91</td>\n",
       "      <td>22213.50</td>\n",
       "      <td>...</td>\n",
       "      <td>6.31</td>\n",
       "      <td>13.91</td>\n",
       "      <td>20160928</td>\n",
       "      <td>13963.02</td>\n",
       "      <td>1.96</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.36</td>\n",
       "      <td>13.45</td>\n",
       "      <td>32454</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603098</th>\n",
       "      <td>森特股份</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>北京</td>\n",
       "      <td>50.16</td>\n",
       "      <td>0.63</td>\n",
       "      <td>4.00</td>\n",
       "      <td>174422.55</td>\n",
       "      <td>141509.69</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.99</td>\n",
       "      <td>7.83</td>\n",
       "      <td>20161216</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.43</td>\n",
       "      <td>54115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002829</th>\n",
       "      <td>星网宇达</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>81.32</td>\n",
       "      <td>0.19</td>\n",
       "      <td>0.76</td>\n",
       "      <td>53222.30</td>\n",
       "      <td>27317.48</td>\n",
       "      <td>20584.47</td>\n",
       "      <td>5615.10</td>\n",
       "      <td>...</td>\n",
       "      <td>6.46</td>\n",
       "      <td>9.28</td>\n",
       "      <td>20161213</td>\n",
       "      <td>23439.20</td>\n",
       "      <td>3.08</td>\n",
       "      <td>55.03</td>\n",
       "      <td>43.91</td>\n",
       "      <td>49.03</td>\n",
       "      <td>23.18</td>\n",
       "      <td>34909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603416</th>\n",
       "      <td>信捷电气</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>江苏</td>\n",
       "      <td>40.01</td>\n",
       "      <td>0.25</td>\n",
       "      <td>1.00</td>\n",
       "      <td>47691.90</td>\n",
       "      <td>37858.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.08</td>\n",
       "      <td>6.74</td>\n",
       "      <td>20161221</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>12.66</td>\n",
       "      <td>15.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>26.15</td>\n",
       "      <td>27130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002232</th>\n",
       "      <td>启明信息</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>吉林</td>\n",
       "      <td>9242.22</td>\n",
       "      <td>4.02</td>\n",
       "      <td>4.09</td>\n",
       "      <td>158602.02</td>\n",
       "      <td>107122.92</td>\n",
       "      <td>34809.59</td>\n",
       "      <td>26188.17</td>\n",
       "      <td>...</td>\n",
       "      <td>2.46</td>\n",
       "      <td>5.72</td>\n",
       "      <td>20080509</td>\n",
       "      <td>28205.65</td>\n",
       "      <td>0.69</td>\n",
       "      <td>-20.80</td>\n",
       "      <td>105.16</td>\n",
       "      <td>19.72</td>\n",
       "      <td>0.08</td>\n",
       "      <td>52591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002169</th>\n",
       "      <td>智光电气</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>广东</td>\n",
       "      <td>64.96</td>\n",
       "      <td>2.51</td>\n",
       "      <td>3.94</td>\n",
       "      <td>410149.66</td>\n",
       "      <td>272546.88</td>\n",
       "      <td>88071.74</td>\n",
       "      <td>192717.66</td>\n",
       "      <td>...</td>\n",
       "      <td>6.83</td>\n",
       "      <td>2.91</td>\n",
       "      <td>20070919</td>\n",
       "      <td>34695.51</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.06</td>\n",
       "      <td>53.39</td>\n",
       "      <td>27.50</td>\n",
       "      <td>9.84</td>\n",
       "      <td>32425</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002040</th>\n",
       "      <td>南 京 港</td>\n",
       "      <td>港口</td>\n",
       "      <td>江苏</td>\n",
       "      <td>197.77</td>\n",
       "      <td>2.46</td>\n",
       "      <td>2.46</td>\n",
       "      <td>106676.60</td>\n",
       "      <td>13183.54</td>\n",
       "      <td>33265.55</td>\n",
       "      <td>20872.77</td>\n",
       "      <td>...</td>\n",
       "      <td>2.80</td>\n",
       "      <td>8.14</td>\n",
       "      <td>20050325</td>\n",
       "      <td>17933.51</td>\n",
       "      <td>0.73</td>\n",
       "      <td>20.49</td>\n",
       "      <td>39.92</td>\n",
       "      <td>50.07</td>\n",
       "      <td>15.55</td>\n",
       "      <td>24125</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000635</th>\n",
       "      <td>英 力 特</td>\n",
       "      <td>化工原料</td>\n",
       "      <td>宁夏</td>\n",
       "      <td>173.30</td>\n",
       "      <td>3.03</td>\n",
       "      <td>3.03</td>\n",
       "      <td>320072.81</td>\n",
       "      <td>93288.61</td>\n",
       "      <td>212388.41</td>\n",
       "      <td>187856.92</td>\n",
       "      <td>...</td>\n",
       "      <td>9.33</td>\n",
       "      <td>3.37</td>\n",
       "      <td>19961120</td>\n",
       "      <td>55324.80</td>\n",
       "      <td>1.83</td>\n",
       "      <td>-12.08</td>\n",
       "      <td>60.76</td>\n",
       "      <td>15.77</td>\n",
       "      <td>3.67</td>\n",
       "      <td>18175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000506</th>\n",
       "      <td>中润资源</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>山东</td>\n",
       "      <td>985.28</td>\n",
       "      <td>9.28</td>\n",
       "      <td>9.29</td>\n",
       "      <td>344189.81</td>\n",
       "      <td>248393.02</td>\n",
       "      <td>44622.82</td>\n",
       "      <td>5149.33</td>\n",
       "      <td>...</td>\n",
       "      <td>1.67</td>\n",
       "      <td>5.54</td>\n",
       "      <td>19930312</td>\n",
       "      <td>42381.69</td>\n",
       "      <td>0.46</td>\n",
       "      <td>49.09</td>\n",
       "      <td>121.52</td>\n",
       "      <td>44.98</td>\n",
       "      <td>1.18</td>\n",
       "      <td>48938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603025</th>\n",
       "      <td>大豪科技</td>\n",
       "      <td>电脑设备</td>\n",
       "      <td>北京</td>\n",
       "      <td>78.01</td>\n",
       "      <td>0.51</td>\n",
       "      <td>4.47</td>\n",
       "      <td>156624.09</td>\n",
       "      <td>126657.07</td>\n",
       "      <td>16699.36</td>\n",
       "      <td>46907.05</td>\n",
       "      <td>...</td>\n",
       "      <td>3.23</td>\n",
       "      <td>11.65</td>\n",
       "      <td>20150422</td>\n",
       "      <td>42156.03</td>\n",
       "      <td>0.94</td>\n",
       "      <td>1.74</td>\n",
       "      <td>9.38</td>\n",
       "      <td>52.02</td>\n",
       "      <td>32.48</td>\n",
       "      <td>23639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300331</th>\n",
       "      <td>苏大维格</td>\n",
       "      <td>元器件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>370.82</td>\n",
       "      <td>1.30</td>\n",
       "      <td>1.86</td>\n",
       "      <td>68119.99</td>\n",
       "      <td>44482.21</td>\n",
       "      <td>20235.51</td>\n",
       "      <td>17269.76</td>\n",
       "      <td>...</td>\n",
       "      <td>2.68</td>\n",
       "      <td>10.97</td>\n",
       "      <td>20120628</td>\n",
       "      <td>11590.08</td>\n",
       "      <td>0.62</td>\n",
       "      <td>9.07</td>\n",
       "      <td>134.63</td>\n",
       "      <td>30.46</td>\n",
       "      <td>3.83</td>\n",
       "      <td>18678</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300575</th>\n",
       "      <td>中旗股份</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>江苏</td>\n",
       "      <td>46.30</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.73</td>\n",
       "      <td>99494.96</td>\n",
       "      <td>53228.15</td>\n",
       "      <td>30453.76</td>\n",
       "      <td>12238.74</td>\n",
       "      <td>...</td>\n",
       "      <td>9.40</td>\n",
       "      <td>5.00</td>\n",
       "      <td>20161220</td>\n",
       "      <td>30499.80</td>\n",
       "      <td>4.16</td>\n",
       "      <td>2.32</td>\n",
       "      <td>-18.88</td>\n",
       "      <td>21.41</td>\n",
       "      <td>9.09</td>\n",
       "      <td>33538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300573</th>\n",
       "      <td>兴齐眼药</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>30.85</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>64519.25</td>\n",
       "      <td>16245.00</td>\n",
       "      <td>44709.98</td>\n",
       "      <td>17303.92</td>\n",
       "      <td>...</td>\n",
       "      <td>7.25</td>\n",
       "      <td>3.22</td>\n",
       "      <td>20161208</td>\n",
       "      <td>18382.67</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>74.91</td>\n",
       "      <td>17.48</td>\n",
       "      <td>36450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603990</th>\n",
       "      <td>麦迪科技</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>江苏</td>\n",
       "      <td>121.49</td>\n",
       "      <td>0.20</td>\n",
       "      <td>0.80</td>\n",
       "      <td>46393.01</td>\n",
       "      <td>23379.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.47</td>\n",
       "      <td>12.62</td>\n",
       "      <td>20161208</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.35</td>\n",
       "      <td>346.82</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.86</td>\n",
       "      <td>20009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000710</th>\n",
       "      <td>天兴仪表</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1.51</td>\n",
       "      <td>54076.45</td>\n",
       "      <td>24959.40</td>\n",
       "      <td>14325.11</td>\n",
       "      <td>4631.55</td>\n",
       "      <td>...</td>\n",
       "      <td>0.74</td>\n",
       "      <td>53.28</td>\n",
       "      <td>19970422</td>\n",
       "      <td>-10014.33</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>10.60</td>\n",
       "      <td>11.60</td>\n",
       "      <td>5.49</td>\n",
       "      <td>-4.06</td>\n",
       "      <td>11615</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300577</th>\n",
       "      <td>开润股份</td>\n",
       "      <td>纺织</td>\n",
       "      <td>安徽</td>\n",
       "      <td>29.26</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.67</td>\n",
       "      <td>46515.80</td>\n",
       "      <td>34249.23</td>\n",
       "      <td>10867.58</td>\n",
       "      <td>5742.66</td>\n",
       "      <td>...</td>\n",
       "      <td>4.35</td>\n",
       "      <td>8.63</td>\n",
       "      <td>20161221</td>\n",
       "      <td>9938.20</td>\n",
       "      <td>1.49</td>\n",
       "      <td>66.52</td>\n",
       "      <td>42.54</td>\n",
       "      <td>28.16</td>\n",
       "      <td>11.54</td>\n",
       "      <td>30642</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300583</th>\n",
       "      <td>赛托生物</td>\n",
       "      <td>生物制药</td>\n",
       "      <td>山东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>94700.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-21.75</td>\n",
       "      <td>-49.75</td>\n",
       "      <td>0.00</td>\n",
       "      <td>18.97</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300582</th>\n",
       "      <td>英飞特</td>\n",
       "      <td>半导体</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>114044.76</td>\n",
       "      <td>24015.92</td>\n",
       "      <td>56775.40</td>\n",
       "      <td>13432.09</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>17939.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.74</td>\n",
       "      <td>-10.58</td>\n",
       "      <td>35.20</td>\n",
       "      <td>10.31</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300580</th>\n",
       "      <td>贝斯特</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>104689.36</td>\n",
       "      <td>45251.40</td>\n",
       "      <td>48133.90</td>\n",
       "      <td>28680.76</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>20627.85</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19.33</td>\n",
       "      <td>33.99</td>\n",
       "      <td>42.63</td>\n",
       "      <td>20.85</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300372</th>\n",
       "      <td>欣泰电气</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>辽宁</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.98</td>\n",
       "      <td>1.72</td>\n",
       "      <td>111583.02</td>\n",
       "      <td>88352.24</td>\n",
       "      <td>12014.96</td>\n",
       "      <td>15504.10</td>\n",
       "      <td>...</td>\n",
       "      <td>3.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20140127</td>\n",
       "      <td>25648.17</td>\n",
       "      <td>1.50</td>\n",
       "      <td>-56.27</td>\n",
       "      <td>-525.42</td>\n",
       "      <td>19.60</td>\n",
       "      <td>-7.69</td>\n",
       "      <td>24045</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002840</th>\n",
       "      <td>华统股份</td>\n",
       "      <td>食品</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>139658.75</td>\n",
       "      <td>43624.51</td>\n",
       "      <td>69182.34</td>\n",
       "      <td>30327.01</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>32090.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>108.22</td>\n",
       "      <td>50.52</td>\n",
       "      <td>5.62</td>\n",
       "      <td>2.38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002839</th>\n",
       "      <td>张家港行</td>\n",
       "      <td>银行</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8756601.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-2.14</td>\n",
       "      <td>-4.09</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.35</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002837</th>\n",
       "      <td>英维克</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>57324.76</td>\n",
       "      <td>53565.11</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.74</td>\n",
       "      <td>13.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>14.83</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002836</th>\n",
       "      <td>新宏泽</td>\n",
       "      <td>广告包装</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37663.59</td>\n",
       "      <td>16352.42</td>\n",
       "      <td>13938.55</td>\n",
       "      <td>1328.31</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>15525.92</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.87</td>\n",
       "      <td>16.20</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002835</th>\n",
       "      <td>同为股份</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>45403.71</td>\n",
       "      <td>28976.74</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.03</td>\n",
       "      <td>3.39</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.55</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002833</th>\n",
       "      <td>弘亚数控</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>46296.12</td>\n",
       "      <td>17007.10</td>\n",
       "      <td>22125.15</td>\n",
       "      <td>357.63</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>21249.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.32</td>\n",
       "      <td>74.66</td>\n",
       "      <td>40.15</td>\n",
       "      <td>30.65</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>002824</th>\n",
       "      <td>和胜股份</td>\n",
       "      <td>铝</td>\n",
       "      <td>广东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>60617.38</td>\n",
       "      <td>32629.40</td>\n",
       "      <td>20764.10</td>\n",
       "      <td>15127.51</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>14318.35</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.59</td>\n",
       "      <td>56.76</td>\n",
       "      <td>24.79</td>\n",
       "      <td>9.69</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000155</th>\n",
       "      <td>*ST川化</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>四川</td>\n",
       "      <td>0.00</td>\n",
       "      <td>9.37</td>\n",
       "      <td>12.70</td>\n",
       "      <td>105252.97</td>\n",
       "      <td>105242.52</td>\n",
       "      <td>10.45</td>\n",
       "      <td>81012.90</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.44</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20000926</td>\n",
       "      <td>-265877.03</td>\n",
       "      <td>-2.09</td>\n",
       "      <td>241.50</td>\n",
       "      <td>297.13</td>\n",
       "      <td>3.29</td>\n",
       "      <td>39.35</td>\n",
       "      <td>29291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>000033</th>\n",
       "      <td>*ST新都</td>\n",
       "      <td>酒店餐饮</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.30</td>\n",
       "      <td>4.30</td>\n",
       "      <td>33076.40</td>\n",
       "      <td>32955.46</td>\n",
       "      <td>13.86</td>\n",
       "      <td>13189.90</td>\n",
       "      <td>...</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.00</td>\n",
       "      <td>19940103</td>\n",
       "      <td>-55668.30</td>\n",
       "      <td>-1.30</td>\n",
       "      <td>53.77</td>\n",
       "      <td>133.64</td>\n",
       "      <td>38.79</td>\n",
       "      <td>6.59</td>\n",
       "      <td>23063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603929</th>\n",
       "      <td>亚翔集成</td>\n",
       "      <td>装修装饰</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>115025.65</td>\n",
       "      <td>110271.77</td>\n",
       "      <td>2156.11</td>\n",
       "      <td>10514.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>36964.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>13.95</td>\n",
       "      <td>8.50</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603886</th>\n",
       "      <td>元祖股份</td>\n",
       "      <td>食品</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>152418.31</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.11</td>\n",
       "      <td>22.64</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.13</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603877</th>\n",
       "      <td>太平鸟</td>\n",
       "      <td>服饰</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>382782.81</td>\n",
       "      <td>270484.72</td>\n",
       "      <td>46035.70</td>\n",
       "      <td>30757.88</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>90883.53</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>56.98</td>\n",
       "      <td>5.73</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603689</th>\n",
       "      <td>皖天然气</td>\n",
       "      <td>供气供热</td>\n",
       "      <td>安徽</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>270016.03</td>\n",
       "      <td>54422.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-24.26</td>\n",
       "      <td>-32.14</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4.58</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603639</th>\n",
       "      <td>海利尔</td>\n",
       "      <td>农药化肥</td>\n",
       "      <td>山东</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>96895.55</td>\n",
       "      <td>58693.55</td>\n",
       "      <td>17550.51</td>\n",
       "      <td>8883.05</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>45427.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1.09</td>\n",
       "      <td>13.13</td>\n",
       "      <td>35.79</td>\n",
       "      <td>16.00</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603628</th>\n",
       "      <td>清源股份</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>福建</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>117525.67</td>\n",
       "      <td>97856.28</td>\n",
       "      <td>13912.67</td>\n",
       "      <td>11301.30</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>20116.61</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>27.51</td>\n",
       "      <td>9.38</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603444</th>\n",
       "      <td>吉比特</td>\n",
       "      <td>互联网</td>\n",
       "      <td>福建</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>133452.05</td>\n",
       "      <td>113301.65</td>\n",
       "      <td>3485.80</td>\n",
       "      <td>676.39</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>81245.15</td>\n",
       "      <td>0.00</td>\n",
       "      <td>300.55</td>\n",
       "      <td>235.67</td>\n",
       "      <td>96.28</td>\n",
       "      <td>50.15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603298</th>\n",
       "      <td>杭叉集团</td>\n",
       "      <td>专用机械</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>326277.69</td>\n",
       "      <td>234361.38</td>\n",
       "      <td>54578.15</td>\n",
       "      <td>807.55</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>124826.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>24.75</td>\n",
       "      <td>8.60</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603266</th>\n",
       "      <td>天龙股份</td>\n",
       "      <td>塑料</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>68048.63</td>\n",
       "      <td>46028.76</td>\n",
       "      <td>15840.17</td>\n",
       "      <td>4256.50</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>27635.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>15.93</td>\n",
       "      <td>43.05</td>\n",
       "      <td>29.97</td>\n",
       "      <td>10.67</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603239</th>\n",
       "      <td>浙江仙通</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>29.14</td>\n",
       "      <td>41.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>21.44</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603228</th>\n",
       "      <td>景旺电子</td>\n",
       "      <td>元器件</td>\n",
       "      <td>深圳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>317009.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>22.78</td>\n",
       "      <td>26.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>17.07</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603218</th>\n",
       "      <td>日月股份</td>\n",
       "      <td>工程机械</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>256373.09</td>\n",
       "      <td>164865.98</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-16.21</td>\n",
       "      <td>-17.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>20.78</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603186</th>\n",
       "      <td>华正新材</td>\n",
       "      <td>半导体</td>\n",
       "      <td>浙江</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>110635.36</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.63</td>\n",
       "      <td>114.72</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.19</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603037</th>\n",
       "      <td>凯众股份</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>上海</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>43280.25</td>\n",
       "      <td>32065.02</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>28.92</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603035</th>\n",
       "      <td>常熟汽饰</td>\n",
       "      <td>汽车配件</td>\n",
       "      <td>江苏</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>226379.91</td>\n",
       "      <td>74375.70</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>37.51</td>\n",
       "      <td>1.08</td>\n",
       "      <td>24.52</td>\n",
       "      <td>15.95</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>603032</th>\n",
       "      <td>德新交运</td>\n",
       "      <td>公路</td>\n",
       "      <td>新疆</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34404.12</td>\n",
       "      <td>25663.67</td>\n",
       "      <td>4976.48</td>\n",
       "      <td>1657.23</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>11475.32</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-21.63</td>\n",
       "      <td>20.19</td>\n",
       "      <td>34.21</td>\n",
       "      <td>21.18</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>601375</th>\n",
       "      <td>中原证券</td>\n",
       "      <td>证券</td>\n",
       "      <td>河南</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>4080920.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-49.48</td>\n",
       "      <td>-56.24</td>\n",
       "      <td>0.00</td>\n",
       "      <td>34.57</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3056 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         name industry area       pe  outstanding  totals  totalAssets  \\\n",
       "code                                                                     \n",
       "600996    N贵广     影视音像   贵州    23.99         2.10   10.43    465794.00   \n",
       "603058   永吉股份     广告包装   贵州    35.44         0.42    4.22     63957.38   \n",
       "000812   陕西金叶     广告包装   陕西   191.34         4.46    4.47    204223.73   \n",
       "002826   易明医药     化学制药   西藏    99.65         0.47    1.90     41692.43   \n",
       "603878   武进不锈      钢加工   江苏    58.53         0.51    2.02    172152.67   \n",
       "603389   亚振家居     家居用品   江苏    85.92         0.55    2.19     60124.23   \n",
       "603577    汇金通      钢加工   山东    36.71         0.29    1.17    101383.60   \n",
       "300080   易成新能      半导体   河南  1121.48         5.02    5.03    596989.13   \n",
       "300579   数字认证     软件服务   北京    70.23         0.20    0.80     40868.62   \n",
       "300571   平治信息      互联网   浙江    34.51         0.10    0.40     21942.17   \n",
       "300565   科信技术     通信设备   深圳    89.52         0.40    1.60     87290.11   \n",
       "002346   柘中股份     电气设备   上海   768.69         0.80    4.42    226300.95   \n",
       "002832   比音勒芬       服饰   广东    31.52         0.27    1.07     82351.45   \n",
       "603009   北特科技     汽车配件   上海   112.37         0.36    1.31    178430.88   \n",
       "300545   联得装备     专用机械   深圳   206.45         0.18    0.71     55374.18   \n",
       "603098   森特股份     装修装饰   北京    50.16         0.63    4.00    174422.55   \n",
       "002829   星网宇达     通信设备   北京    81.32         0.19    0.76     53222.30   \n",
       "603416   信捷电气     电气设备   江苏    40.01         0.25    1.00     47691.90   \n",
       "002232   启明信息     软件服务   吉林  9242.22         4.02    4.09    158602.02   \n",
       "002169   智光电气     电气设备   广东    64.96         2.51    3.94    410149.66   \n",
       "002040  南 京 港       港口   江苏   197.77         2.46    2.46    106676.60   \n",
       "000635  英 力 特     化工原料   宁夏   173.30         3.03    3.03    320072.81   \n",
       "000506   中润资源     区域地产   山东   985.28         9.28    9.29    344189.81   \n",
       "603025   大豪科技     电脑设备   北京    78.01         0.51    4.47    156624.09   \n",
       "300331   苏大维格      元器件   江苏   370.82         1.30    1.86     68119.99   \n",
       "300575   中旗股份     农药化肥   江苏    46.30         0.18    0.73     99494.96   \n",
       "300573   兴齐眼药     化学制药   辽宁    30.85         0.20    0.80     64519.25   \n",
       "603990   麦迪科技     软件服务   江苏   121.49         0.20    0.80     46393.01   \n",
       "000710   天兴仪表     汽车配件   四川     0.00         1.51    1.51     54076.45   \n",
       "300577   开润股份       纺织   安徽    29.26         0.17    0.67     46515.80   \n",
       "...       ...      ...  ...      ...          ...     ...          ...   \n",
       "300583   赛托生物     生物制药   山东     0.00         0.00    0.00     94700.42   \n",
       "300582    英飞特      半导体   浙江     0.00         0.00    0.00    114044.76   \n",
       "300580    贝斯特     汽车配件   江苏     0.00         0.00    0.00    104689.36   \n",
       "300372   欣泰电气     电气设备   辽宁     0.00         0.98    1.72    111583.02   \n",
       "002840   华统股份       食品   浙江     0.00         0.00    0.00    139658.75   \n",
       "002839   张家港行       银行   江苏     0.00         0.00    0.00   8756601.00   \n",
       "002837    英维克     专用机械   深圳     0.00         0.00    0.00     57324.76   \n",
       "002836    新宏泽     广告包装   广东     0.00         0.00    0.00     37663.59   \n",
       "002835   同为股份      元器件   深圳     0.00         0.00    0.00     45403.71   \n",
       "002833   弘亚数控     专用机械   广东     0.00         0.00    0.00     46296.12   \n",
       "002824   和胜股份        铝   广东     0.00         0.00    0.00     60617.38   \n",
       "000155  *ST川化     农药化肥   四川     0.00         9.37   12.70    105252.97   \n",
       "000033  *ST新都     酒店餐饮   深圳     0.00         4.30    4.30     33076.40   \n",
       "603929   亚翔集成     装修装饰   江苏     0.00         0.00    0.00    115025.65   \n",
       "603886   元祖股份       食品   上海     0.00         0.00    0.00    152418.31   \n",
       "603877    太平鸟       服饰   浙江     0.00         0.00    0.00    382782.81   \n",
       "603689   皖天然气     供气供热   安徽     0.00         0.00    0.00    270016.03   \n",
       "603639    海利尔     农药化肥   山东     0.00         0.00    0.00     96895.55   \n",
       "603628   清源股份     电气设备   福建     0.00         0.00    0.00    117525.67   \n",
       "603444    吉比特      互联网   福建     0.00         0.00    0.00    133452.05   \n",
       "603298   杭叉集团     专用机械   浙江     0.00         0.00    0.00    326277.69   \n",
       "603266   天龙股份       塑料   浙江     0.00         0.00    0.00     68048.63   \n",
       "603239   浙江仙通     汽车配件   浙江     0.00         0.00    0.00         0.00   \n",
       "603228   景旺电子      元器件   深圳     0.00         0.00    0.00    317009.59   \n",
       "603218   日月股份     工程机械   浙江     0.00         0.00    0.00    256373.09   \n",
       "603186   华正新材      半导体   浙江     0.00         0.00    0.00    110635.36   \n",
       "603037   凯众股份     汽车配件   上海     0.00         0.00    0.00     43280.25   \n",
       "603035   常熟汽饰     汽车配件   江苏     0.00         0.00    0.00    226379.91   \n",
       "603032   德新交运       公路   新疆     0.00         0.00    0.00     34404.12   \n",
       "601375   中原证券       证券   河南     0.00         0.00    0.00   4080920.00   \n",
       "\n",
       "        liquidAssets  fixedAssets   reserved   ...     bvps     pb  \\\n",
       "code                                           ...                   \n",
       "600996     118170.45         0.00       0.00   ...     2.45   5.25   \n",
       "603058      31137.80     22434.73       0.00   ...     1.53   4.94   \n",
       "000812     120306.40     50117.87    1688.15   ...     1.97   6.24   \n",
       "002826      22527.75         0.00       0.00   ...     2.00  12.49   \n",
       "603878     116886.88     38053.25   41118.78   ...     7.96   4.33   \n",
       "603389      39283.35     12430.91    4661.16   ...     2.60   8.40   \n",
       "603577      73521.30     20522.25   24119.00   ...     5.96   3.24   \n",
       "300080     383445.91    121599.75  243110.00   ...     6.41   1.61   \n",
       "300579      36677.76      1627.78    3349.91   ...     3.58   5.90   \n",
       "300571      18649.95       118.80    1189.55   ...     4.97   8.23   \n",
       "300565      78041.32      1163.55    2757.06   ...     3.30  12.45   \n",
       "002346     119589.97     42031.98   44081.50   ...     3.72   7.50   \n",
       "002832      73079.35       323.55    3352.95   ...     7.90   5.24   \n",
       "603009     112788.35     35691.71   88601.78   ...     9.53   4.57   \n",
       "300545      51998.12      1448.91   22213.50   ...     6.31  13.91   \n",
       "603098     141509.69         0.00       0.00   ...     2.99   7.83   \n",
       "002829      27317.48     20584.47    5615.10   ...     6.46   9.28   \n",
       "603416      37858.30         0.00       0.00   ...     5.08   6.74   \n",
       "002232     107122.92     34809.59   26188.17   ...     2.46   5.72   \n",
       "002169     272546.88     88071.74  192717.66   ...     6.83   2.91   \n",
       "002040      13183.54     33265.55   20872.77   ...     2.80   8.14   \n",
       "000635      93288.61    212388.41  187856.92   ...     9.33   3.37   \n",
       "000506     248393.02     44622.82    5149.33   ...     1.67   5.54   \n",
       "603025     126657.07     16699.36   46907.05   ...     3.23  11.65   \n",
       "300331      44482.21     20235.51   17269.76   ...     2.68  10.97   \n",
       "300575      53228.15     30453.76   12238.74   ...     9.40   5.00   \n",
       "300573      16245.00     44709.98   17303.92   ...     7.25   3.22   \n",
       "603990      23379.53         0.00       0.00   ...     3.47  12.62   \n",
       "000710      24959.40     14325.11    4631.55   ...     0.74  53.28   \n",
       "300577      34249.23     10867.58    5742.66   ...     4.35   8.63   \n",
       "...              ...          ...        ...   ...      ...    ...   \n",
       "300583          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "300582      24015.92     56775.40   13432.09   ...     0.00   0.00   \n",
       "300580      45251.40     48133.90   28680.76   ...     0.00   0.00   \n",
       "300372      88352.24     12014.96   15504.10   ...     3.64   0.00   \n",
       "002840      43624.51     69182.34   30327.01   ...     0.00   0.00   \n",
       "002839          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "002837      53565.11         0.00       0.00   ...     0.00   0.00   \n",
       "002836      16352.42     13938.55    1328.31   ...     0.00   0.00   \n",
       "002835      28976.74         0.00       0.00   ...     0.00   0.00   \n",
       "002833      17007.10     22125.15     357.63   ...     0.00   0.00   \n",
       "002824      32629.40     20764.10   15127.51   ...     0.00   0.00   \n",
       "000155     105242.52        10.45   81012.90   ...    -2.44   0.00   \n",
       "000033      32955.46        13.86   13189.90   ...     0.03   0.00   \n",
       "603929     110271.77      2156.11   10514.92   ...     0.00   0.00   \n",
       "603886          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "603877     270484.72     46035.70   30757.88   ...     0.00   0.00   \n",
       "603689      54422.36         0.00       0.00   ...     0.00   0.00   \n",
       "603639      58693.55     17550.51    8883.05   ...     0.00   0.00   \n",
       "603628      97856.28     13912.67   11301.30   ...     0.00   0.00   \n",
       "603444     113301.65      3485.80     676.39   ...     0.00   0.00   \n",
       "603298     234361.38     54578.15     807.55   ...     0.00   0.00   \n",
       "603266      46028.76     15840.17    4256.50   ...     0.00   0.00   \n",
       "603239          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "603228          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "603218     164865.98         0.00       0.00   ...     0.00   0.00   \n",
       "603186          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "603037      32065.02         0.00       0.00   ...     0.00   0.00   \n",
       "603035      74375.70         0.00       0.00   ...     0.00   0.00   \n",
       "603032      25663.67      4976.48    1657.23   ...     0.00   0.00   \n",
       "601375          0.00         0.00       0.00   ...     0.00   0.00   \n",
       "\n",
       "        timeToMarket       undp  perundp     rev  profit    gpr    npr  \\\n",
       "code                                                                     \n",
       "600996      20161226       0.00     0.00    9.12   19.26   0.00  25.76   \n",
       "603058      20161223       0.00     0.00  -10.48   -5.53   0.00  30.02   \n",
       "000812      19980623   30640.70     0.68   60.23    8.97  21.96   3.47   \n",
       "002826      20161209       0.00     0.00    0.00    0.00   0.00  11.43   \n",
       "603878      20161219   56448.50     2.79    0.00    0.00  20.77   9.01   \n",
       "603389      20161215   20086.35     0.92    0.00    0.00  58.99  11.17   \n",
       "603577      20161222   17820.59     1.53    0.00    0.00  28.09  10.96   \n",
       "300080      20100625   25006.01     0.50   36.47  140.04  20.61   0.21   \n",
       "300579      20161223   10674.12     1.33   24.91   36.47  58.74   7.68   \n",
       "300571      20161213    9950.62     2.49    0.00    0.00  25.23  12.04   \n",
       "300565      20161122   22881.70     1.43    0.00    0.00  36.02  10.82   \n",
       "002346      20100128   56321.96     1.28  -10.99  -87.81  25.59   4.59   \n",
       "002832      20161223   47741.76     4.48    0.00    0.00  62.69  17.36   \n",
       "603009      20140718   21527.25     1.64   16.90   21.49  23.37   6.58   \n",
       "300545      20160928   13963.02     1.96    0.00    0.00  27.36  13.45   \n",
       "603098      20161216       0.00     0.00    0.00    0.00   0.00  13.43   \n",
       "002829      20161213   23439.20     3.08   55.03   43.91  49.03  23.18   \n",
       "603416      20161221       0.00     0.00   12.66   15.55   0.00  26.15   \n",
       "002232      20080509   28205.65     0.69  -20.80  105.16  19.72   0.08   \n",
       "002169      20070919   34695.51     0.88    0.06   53.39  27.50   9.84   \n",
       "002040      20050325   17933.51     0.73   20.49   39.92  50.07  15.55   \n",
       "000635      19961120   55324.80     1.83  -12.08   60.76  15.77   3.67   \n",
       "000506      19930312   42381.69     0.46   49.09  121.52  44.98   1.18   \n",
       "603025      20150422   42156.03     0.94    1.74    9.38  52.02  32.48   \n",
       "300331      20120628   11590.08     0.62    9.07  134.63  30.46   3.83   \n",
       "300575      20161220   30499.80     4.16    2.32  -18.88  21.41   9.09   \n",
       "300573      20161208   18382.67     2.30    0.00    0.00  74.91  17.48   \n",
       "603990      20161208       0.00     0.00   29.35  346.82   0.00  14.86   \n",
       "000710      19970422  -10014.33    -0.66   10.60   11.60   5.49  -4.06   \n",
       "300577      20161221    9938.20     1.49   66.52   42.54  28.16  11.54   \n",
       "...              ...        ...      ...     ...     ...    ...    ...   \n",
       "300583             0       0.00     0.00  -21.75  -49.75   0.00  18.97   \n",
       "300582             0   17939.39     0.00   22.74  -10.58  35.20  10.31   \n",
       "300580             0   20627.85     0.00   19.33   33.99  42.63  20.85   \n",
       "300372      20140127   25648.17     1.50  -56.27 -525.42  19.60  -7.69   \n",
       "002840             0   32090.44     0.00  108.22   50.52   5.62   2.38   \n",
       "002839             0       0.00     0.00   -2.14   -4.09   0.00  29.35   \n",
       "002837             0       0.00     0.00   30.74   13.42   0.00  14.83   \n",
       "002836             0   15525.92     0.00    0.00    0.00  37.87  16.20   \n",
       "002835             0       0.00     0.00    4.03    3.39   0.00  11.55   \n",
       "002833             0   21249.15     0.00   38.32   74.66  40.15  30.65   \n",
       "002824             0   14318.35     0.00    8.59   56.76  24.79   9.69   \n",
       "000155      20000926 -265877.03    -2.09  241.50  297.13   3.29  39.35   \n",
       "000033      19940103  -55668.30    -1.30   53.77  133.64  38.79   6.59   \n",
       "603929             0   36964.55     0.00    0.00    0.00  13.95   8.50   \n",
       "603886             0       0.00     0.00    1.11   22.64   0.00  11.13   \n",
       "603877             0   90883.53     0.00    0.00    0.00  56.98   5.73   \n",
       "603689             0       0.00     0.00  -24.26  -32.14   0.00   4.58   \n",
       "603639             0   45427.34     0.00    1.09   13.13  35.79  16.00   \n",
       "603628             0   20116.61     0.00    0.00    0.00  27.51   9.38   \n",
       "603444             0   81245.15     0.00  300.55  235.67  96.28  50.15   \n",
       "603298             0  124826.72     0.00    0.00    0.00  24.75   8.60   \n",
       "603266             0   27635.02     0.00   15.93   43.05  29.97  10.67   \n",
       "603239             0       0.00     0.00   29.14   41.42   0.00  21.44   \n",
       "603228             0       0.00     0.00   22.78   26.67   0.00  17.07   \n",
       "603218             0       0.00     0.00  -16.21  -17.24   0.00  20.78   \n",
       "603186             0       0.00     0.00   25.63  114.72   0.00   8.19   \n",
       "603037             0       0.00     0.00    0.00    0.00   0.00  28.92   \n",
       "603035             0       0.00     0.00   37.51    1.08  24.52  15.95   \n",
       "603032             0   11475.32     0.00  -21.63   20.19  34.21  21.18   \n",
       "601375             0       0.00     0.00  -49.48  -56.24   0.00  34.57   \n",
       "\n",
       "        holders  \n",
       "code             \n",
       "600996   172067  \n",
       "603058    37408  \n",
       "000812    42176  \n",
       "002826    82775  \n",
       "603878    47889  \n",
       "603389    51084  \n",
       "603577    27115  \n",
       "300080    32544  \n",
       "300579    36503  \n",
       "300571    18553  \n",
       "300565    69388  \n",
       "002346    16794  \n",
       "002832    47904  \n",
       "603009     7783  \n",
       "300545    32454  \n",
       "603098    54115  \n",
       "002829    34909  \n",
       "603416    27130  \n",
       "002232    52591  \n",
       "002169    32425  \n",
       "002040    24125  \n",
       "000635    18175  \n",
       "000506    48938  \n",
       "603025    23639  \n",
       "300331    18678  \n",
       "300575    33538  \n",
       "300573    36450  \n",
       "603990    20009  \n",
       "000710    11615  \n",
       "300577    30642  \n",
       "...         ...  \n",
       "300583        0  \n",
       "300582        0  \n",
       "300580        0  \n",
       "300372    24045  \n",
       "002840        0  \n",
       "002839        0  \n",
       "002837        0  \n",
       "002836        0  \n",
       "002835        0  \n",
       "002833        0  \n",
       "002824        0  \n",
       "000155    29291  \n",
       "000033    23063  \n",
       "603929        0  \n",
       "603886        0  \n",
       "603877        0  \n",
       "603689        0  \n",
       "603639        0  \n",
       "603628        0  \n",
       "603444        0  \n",
       "603298        0  \n",
       "603266        0  \n",
       "603239        0  \n",
       "603228        0  \n",
       "603218        0  \n",
       "603186        0  \n",
       "603037        0  \n",
       "603035        0  \n",
       "603032        0  \n",
       "601375        0  \n",
       "\n",
       "[3056 rows x 22 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.get_stock_basics(\"2016-12-26\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "ts.get_stock_basics(\"2015-12-21\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>code</th>\n",
       "      <th>name</th>\n",
       "      <th>p_change</th>\n",
       "      <th>price</th>\n",
       "      <th>change</th>\n",
       "      <th>open</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "      <th>preprice</th>\n",
       "      <th>pe</th>\n",
       "      <th>...</th>\n",
       "      <th>floats</th>\n",
       "      <th>fvalues</th>\n",
       "      <th>abvalues</th>\n",
       "      <th>avgprice</th>\n",
       "      <th>strength</th>\n",
       "      <th>activity</th>\n",
       "      <th>avgturnover</th>\n",
       "      <th>attack</th>\n",
       "      <th>interval3</th>\n",
       "      <th>interval6</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000882</td>\n",
       "      <td>华联股份</td>\n",
       "      <td>10.09</td>\n",
       "      <td>3.49</td>\n",
       "      <td>0.32</td>\n",
       "      <td>3.29</td>\n",
       "      <td>3.49</td>\n",
       "      <td>3.24</td>\n",
       "      <td>3.17</td>\n",
       "      <td>240.29</td>\n",
       "      <td>...</td>\n",
       "      <td>22.26</td>\n",
       "      <td>77.69</td>\n",
       "      <td>95.53</td>\n",
       "      <td>3.38</td>\n",
       "      <td>11.10</td>\n",
       "      <td>3227.0</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>7.72</td>\n",
       "      <td>9.75</td>\n",
       "      <td>-4.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>600635</td>\n",
       "      <td>大众公用</td>\n",
       "      <td>10.06</td>\n",
       "      <td>5.14</td>\n",
       "      <td>0.47</td>\n",
       "      <td>4.79</td>\n",
       "      <td>5.14</td>\n",
       "      <td>4.75</td>\n",
       "      <td>4.67</td>\n",
       "      <td>31.99</td>\n",
       "      <td>...</td>\n",
       "      <td>24.19</td>\n",
       "      <td>124.33</td>\n",
       "      <td>124.33</td>\n",
       "      <td>5.09</td>\n",
       "      <td>10.71</td>\n",
       "      <td>2893.0</td>\n",
       "      <td>0.0017</td>\n",
       "      <td>8.21</td>\n",
       "      <td>9.59</td>\n",
       "      <td>-2.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>002702</td>\n",
       "      <td>海欣食品</td>\n",
       "      <td>10.06</td>\n",
       "      <td>5.58</td>\n",
       "      <td>0.51</td>\n",
       "      <td>5.29</td>\n",
       "      <td>5.58</td>\n",
       "      <td>5.18</td>\n",
       "      <td>5.07</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>2.96</td>\n",
       "      <td>16.54</td>\n",
       "      <td>26.83</td>\n",
       "      <td>5.36</td>\n",
       "      <td>11.07</td>\n",
       "      <td>3567.0</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>7.72</td>\n",
       "      <td>-1.06</td>\n",
       "      <td>-21.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000909</td>\n",
       "      <td>数源科技</td>\n",
       "      <td>10.04</td>\n",
       "      <td>10.96</td>\n",
       "      <td>1.00</td>\n",
       "      <td>9.94</td>\n",
       "      <td>10.96</td>\n",
       "      <td>9.91</td>\n",
       "      <td>9.96</td>\n",
       "      <td>94.32</td>\n",
       "      <td>...</td>\n",
       "      <td>3.11</td>\n",
       "      <td>34.09</td>\n",
       "      <td>34.23</td>\n",
       "      <td>10.86</td>\n",
       "      <td>11.05</td>\n",
       "      <td>1371.0</td>\n",
       "      <td>0.0036</td>\n",
       "      <td>10.60</td>\n",
       "      <td>-2.32</td>\n",
       "      <td>-19.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>600895</td>\n",
       "      <td>张江高科</td>\n",
       "      <td>10.03</td>\n",
       "      <td>14.59</td>\n",
       "      <td>1.33</td>\n",
       "      <td>13.38</td>\n",
       "      <td>14.59</td>\n",
       "      <td>13.36</td>\n",
       "      <td>13.26</td>\n",
       "      <td>42.95</td>\n",
       "      <td>...</td>\n",
       "      <td>15.49</td>\n",
       "      <td>225.95</td>\n",
       "      <td>225.95</td>\n",
       "      <td>14.28</td>\n",
       "      <td>10.68</td>\n",
       "      <td>4004.0</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>9.21</td>\n",
       "      <td>-3.06</td>\n",
       "      <td>-13.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>600213</td>\n",
       "      <td>亚星客车</td>\n",
       "      <td>10.03</td>\n",
       "      <td>11.41</td>\n",
       "      <td>1.04</td>\n",
       "      <td>10.50</td>\n",
       "      <td>11.41</td>\n",
       "      <td>10.31</td>\n",
       "      <td>10.37</td>\n",
       "      <td>76.65</td>\n",
       "      <td>...</td>\n",
       "      <td>2.20</td>\n",
       "      <td>25.10</td>\n",
       "      <td>25.10</td>\n",
       "      <td>10.89</td>\n",
       "      <td>10.67</td>\n",
       "      <td>2027.0</td>\n",
       "      <td>0.0069</td>\n",
       "      <td>10.67</td>\n",
       "      <td>12.08</td>\n",
       "      <td>-10.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>603778</td>\n",
       "      <td>乾景园林</td>\n",
       "      <td>10.03</td>\n",
       "      <td>7.79</td>\n",
       "      <td>0.71</td>\n",
       "      <td>6.91</td>\n",
       "      <td>7.79</td>\n",
       "      <td>6.84</td>\n",
       "      <td>7.08</td>\n",
       "      <td>87.41</td>\n",
       "      <td>...</td>\n",
       "      <td>2.26</td>\n",
       "      <td>17.62</td>\n",
       "      <td>38.95</td>\n",
       "      <td>7.37</td>\n",
       "      <td>10.67</td>\n",
       "      <td>2897.0</td>\n",
       "      <td>0.0034</td>\n",
       "      <td>13.89</td>\n",
       "      <td>5.13</td>\n",
       "      <td>-24.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>600865</td>\n",
       "      <td>百大集团</td>\n",
       "      <td>10.03</td>\n",
       "      <td>8.12</td>\n",
       "      <td>0.74</td>\n",
       "      <td>7.43</td>\n",
       "      <td>8.12</td>\n",
       "      <td>7.39</td>\n",
       "      <td>7.38</td>\n",
       "      <td>39.41</td>\n",
       "      <td>...</td>\n",
       "      <td>3.76</td>\n",
       "      <td>30.55</td>\n",
       "      <td>30.55</td>\n",
       "      <td>7.97</td>\n",
       "      <td>10.67</td>\n",
       "      <td>1694.0</td>\n",
       "      <td>0.0033</td>\n",
       "      <td>9.88</td>\n",
       "      <td>-7.41</td>\n",
       "      <td>-20.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>300390</td>\n",
       "      <td>天华超净</td>\n",
       "      <td>10.02</td>\n",
       "      <td>10.76</td>\n",
       "      <td>0.98</td>\n",
       "      <td>10.30</td>\n",
       "      <td>10.76</td>\n",
       "      <td>10.30</td>\n",
       "      <td>9.78</td>\n",
       "      <td>122.38</td>\n",
       "      <td>...</td>\n",
       "      <td>1.85</td>\n",
       "      <td>19.94</td>\n",
       "      <td>37.07</td>\n",
       "      <td>10.61</td>\n",
       "      <td>11.03</td>\n",
       "      <td>856.0</td>\n",
       "      <td>0.0181</td>\n",
       "      <td>4.47</td>\n",
       "      <td>50.49</td>\n",
       "      <td>23.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>002208</td>\n",
       "      <td>合肥城建</td>\n",
       "      <td>10.02</td>\n",
       "      <td>16.47</td>\n",
       "      <td>1.50</td>\n",
       "      <td>16.36</td>\n",
       "      <td>16.47</td>\n",
       "      <td>15.80</td>\n",
       "      <td>14.97</td>\n",
       "      <td>179.77</td>\n",
       "      <td>...</td>\n",
       "      <td>3.19</td>\n",
       "      <td>52.58</td>\n",
       "      <td>52.72</td>\n",
       "      <td>16.39</td>\n",
       "      <td>11.03</td>\n",
       "      <td>1700.0</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>4.24</td>\n",
       "      <td>76.15</td>\n",
       "      <td>27.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>300680</td>\n",
       "      <td>隆盛科技</td>\n",
       "      <td>10.02</td>\n",
       "      <td>29.21</td>\n",
       "      <td>2.66</td>\n",
       "      <td>26.56</td>\n",
       "      <td>29.21</td>\n",
       "      <td>26.56</td>\n",
       "      <td>26.55</td>\n",
       "      <td>109.70</td>\n",
       "      <td>...</td>\n",
       "      <td>0.17</td>\n",
       "      <td>4.97</td>\n",
       "      <td>19.86</td>\n",
       "      <td>28.24</td>\n",
       "      <td>11.03</td>\n",
       "      <td>940.0</td>\n",
       "      <td>0.0122</td>\n",
       "      <td>9.98</td>\n",
       "      <td>-20.32</td>\n",
       "      <td>-17.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>300020</td>\n",
       "      <td>银江股份</td>\n",
       "      <td>10.02</td>\n",
       "      <td>12.19</td>\n",
       "      <td>1.11</td>\n",
       "      <td>11.23</td>\n",
       "      <td>12.19</td>\n",
       "      <td>11.23</td>\n",
       "      <td>11.08</td>\n",
       "      <td>48.79</td>\n",
       "      <td>...</td>\n",
       "      <td>6.19</td>\n",
       "      <td>75.41</td>\n",
       "      <td>79.94</td>\n",
       "      <td>11.83</td>\n",
       "      <td>11.03</td>\n",
       "      <td>2550.0</td>\n",
       "      <td>0.0020</td>\n",
       "      <td>8.55</td>\n",
       "      <td>-2.64</td>\n",
       "      <td>-5.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>600192</td>\n",
       "      <td>长城电工</td>\n",
       "      <td>10.02</td>\n",
       "      <td>6.81</td>\n",
       "      <td>0.62</td>\n",
       "      <td>6.54</td>\n",
       "      <td>6.81</td>\n",
       "      <td>6.33</td>\n",
       "      <td>6.19</td>\n",
       "      <td>160.42</td>\n",
       "      <td>...</td>\n",
       "      <td>4.42</td>\n",
       "      <td>30.08</td>\n",
       "      <td>30.08</td>\n",
       "      <td>6.54</td>\n",
       "      <td>10.66</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>0.0032</td>\n",
       "      <td>7.58</td>\n",
       "      <td>2.71</td>\n",
       "      <td>-24.83</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>002922</td>\n",
       "      <td>伊戈尔</td>\n",
       "      <td>10.01</td>\n",
       "      <td>31.97</td>\n",
       "      <td>2.91</td>\n",
       "      <td>30.90</td>\n",
       "      <td>31.97</td>\n",
       "      <td>30.36</td>\n",
       "      <td>29.06</td>\n",
       "      <td>56.29</td>\n",
       "      <td>...</td>\n",
       "      <td>0.33</td>\n",
       "      <td>10.55</td>\n",
       "      <td>42.20</td>\n",
       "      <td>31.46</td>\n",
       "      <td>11.02</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>0.0262</td>\n",
       "      <td>5.30</td>\n",
       "      <td>95.18</td>\n",
       "      <td>95.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>300100</td>\n",
       "      <td>双林股份</td>\n",
       "      <td>10.01</td>\n",
       "      <td>16.92</td>\n",
       "      <td>1.54</td>\n",
       "      <td>15.46</td>\n",
       "      <td>16.92</td>\n",
       "      <td>15.31</td>\n",
       "      <td>15.38</td>\n",
       "      <td>22.71</td>\n",
       "      <td>...</td>\n",
       "      <td>3.86</td>\n",
       "      <td>65.39</td>\n",
       "      <td>67.81</td>\n",
       "      <td>16.26</td>\n",
       "      <td>11.02</td>\n",
       "      <td>1935.0</td>\n",
       "      <td>0.0016</td>\n",
       "      <td>10.52</td>\n",
       "      <td>7.09</td>\n",
       "      <td>-34.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>000810</td>\n",
       "      <td>创维数字</td>\n",
       "      <td>10.01</td>\n",
       "      <td>8.90</td>\n",
       "      <td>0.81</td>\n",
       "      <td>7.95</td>\n",
       "      <td>8.90</td>\n",
       "      <td>7.82</td>\n",
       "      <td>8.09</td>\n",
       "      <td>146.14</td>\n",
       "      <td>...</td>\n",
       "      <td>9.90</td>\n",
       "      <td>88.11</td>\n",
       "      <td>95.31</td>\n",
       "      <td>8.33</td>\n",
       "      <td>11.02</td>\n",
       "      <td>3022.0</td>\n",
       "      <td>0.0009</td>\n",
       "      <td>13.81</td>\n",
       "      <td>8.40</td>\n",
       "      <td>-22.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>601116</td>\n",
       "      <td>三江购物</td>\n",
       "      <td>10.01</td>\n",
       "      <td>19.89</td>\n",
       "      <td>1.81</td>\n",
       "      <td>19.89</td>\n",
       "      <td>19.89</td>\n",
       "      <td>19.20</td>\n",
       "      <td>18.08</td>\n",
       "      <td>64.55</td>\n",
       "      <td>...</td>\n",
       "      <td>4.02</td>\n",
       "      <td>79.94</td>\n",
       "      <td>81.70</td>\n",
       "      <td>19.69</td>\n",
       "      <td>10.66</td>\n",
       "      <td>2389.0</td>\n",
       "      <td>0.0022</td>\n",
       "      <td>3.59</td>\n",
       "      <td>-18.28</td>\n",
       "      <td>-18.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>000613</td>\n",
       "      <td>大东海A</td>\n",
       "      <td>10.01</td>\n",
       "      <td>10.11</td>\n",
       "      <td>0.92</td>\n",
       "      <td>9.35</td>\n",
       "      <td>10.11</td>\n",
       "      <td>9.21</td>\n",
       "      <td>9.19</td>\n",
       "      <td>1287.58</td>\n",
       "      <td>...</td>\n",
       "      <td>2.66</td>\n",
       "      <td>26.86</td>\n",
       "      <td>36.81</td>\n",
       "      <td>9.79</td>\n",
       "      <td>11.02</td>\n",
       "      <td>2427.0</td>\n",
       "      <td>0.0064</td>\n",
       "      <td>9.77</td>\n",
       "      <td>43.20</td>\n",
       "      <td>1.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>000555</td>\n",
       "      <td>神州信息</td>\n",
       "      <td>10.01</td>\n",
       "      <td>11.43</td>\n",
       "      <td>1.04</td>\n",
       "      <td>10.37</td>\n",
       "      <td>11.43</td>\n",
       "      <td>10.35</td>\n",
       "      <td>10.39</td>\n",
       "      <td>63.71</td>\n",
       "      <td>...</td>\n",
       "      <td>9.15</td>\n",
       "      <td>104.63</td>\n",
       "      <td>110.12</td>\n",
       "      <td>11.21</td>\n",
       "      <td>11.02</td>\n",
       "      <td>1866.0</td>\n",
       "      <td>0.0008</td>\n",
       "      <td>10.43</td>\n",
       "      <td>-25.29</td>\n",
       "      <td>-31.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>300624</td>\n",
       "      <td>万兴科技</td>\n",
       "      <td>10.00</td>\n",
       "      <td>88.62</td>\n",
       "      <td>8.06</td>\n",
       "      <td>88.62</td>\n",
       "      <td>88.62</td>\n",
       "      <td>88.62</td>\n",
       "      <td>80.56</td>\n",
       "      <td>101.22</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20</td>\n",
       "      <td>17.72</td>\n",
       "      <td>70.90</td>\n",
       "      <td>88.62</td>\n",
       "      <td>11.01</td>\n",
       "      <td>402.0</td>\n",
       "      <td>0.0092</td>\n",
       "      <td>0.00</td>\n",
       "      <td>305.58</td>\n",
       "      <td>305.58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>600053</td>\n",
       "      <td>九鼎投资</td>\n",
       "      <td>10.00</td>\n",
       "      <td>24.63</td>\n",
       "      <td>2.24</td>\n",
       "      <td>22.57</td>\n",
       "      <td>24.63</td>\n",
       "      <td>22.54</td>\n",
       "      <td>22.39</td>\n",
       "      <td>59.23</td>\n",
       "      <td>...</td>\n",
       "      <td>4.34</td>\n",
       "      <td>106.78</td>\n",
       "      <td>106.78</td>\n",
       "      <td>24.24</td>\n",
       "      <td>10.65</td>\n",
       "      <td>1579.0</td>\n",
       "      <td>0.0012</td>\n",
       "      <td>9.27</td>\n",
       "      <td>-3.94</td>\n",
       "      <td>-26.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>300715</td>\n",
       "      <td>凯伦股份</td>\n",
       "      <td>10.00</td>\n",
       "      <td>40.14</td>\n",
       "      <td>3.65</td>\n",
       "      <td>36.53</td>\n",
       "      <td>40.14</td>\n",
       "      <td>36.53</td>\n",
       "      <td>36.49</td>\n",
       "      <td>64.84</td>\n",
       "      <td>...</td>\n",
       "      <td>0.18</td>\n",
       "      <td>7.23</td>\n",
       "      <td>28.90</td>\n",
       "      <td>39.21</td>\n",
       "      <td>11.01</td>\n",
       "      <td>874.0</td>\n",
       "      <td>0.0228</td>\n",
       "      <td>9.88</td>\n",
       "      <td>25.16</td>\n",
       "      <td>167.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>300688</td>\n",
       "      <td>创业黑马</td>\n",
       "      <td>10.00</td>\n",
       "      <td>65.44</td>\n",
       "      <td>5.95</td>\n",
       "      <td>60.42</td>\n",
       "      <td>65.44</td>\n",
       "      <td>59.85</td>\n",
       "      <td>59.49</td>\n",
       "      <td>154.41</td>\n",
       "      <td>...</td>\n",
       "      <td>0.17</td>\n",
       "      <td>11.12</td>\n",
       "      <td>44.50</td>\n",
       "      <td>62.78</td>\n",
       "      <td>11.01</td>\n",
       "      <td>2851.0</td>\n",
       "      <td>0.0151</td>\n",
       "      <td>9.34</td>\n",
       "      <td>23.43</td>\n",
       "      <td>-33.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>603922</td>\n",
       "      <td>金鸿顺</td>\n",
       "      <td>10.00</td>\n",
       "      <td>25.63</td>\n",
       "      <td>2.33</td>\n",
       "      <td>23.30</td>\n",
       "      <td>25.63</td>\n",
       "      <td>23.06</td>\n",
       "      <td>23.30</td>\n",
       "      <td>33.84</td>\n",
       "      <td>...</td>\n",
       "      <td>0.32</td>\n",
       "      <td>8.20</td>\n",
       "      <td>32.81</td>\n",
       "      <td>24.93</td>\n",
       "      <td>10.65</td>\n",
       "      <td>1280.0</td>\n",
       "      <td>0.0113</td>\n",
       "      <td>11.14</td>\n",
       "      <td>-6.70</td>\n",
       "      <td>21.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>600462</td>\n",
       "      <td>九有股份</td>\n",
       "      <td>10.00</td>\n",
       "      <td>5.17</td>\n",
       "      <td>0.47</td>\n",
       "      <td>5.17</td>\n",
       "      <td>5.17</td>\n",
       "      <td>5.17</td>\n",
       "      <td>4.70</td>\n",
       "      <td>380.19</td>\n",
       "      <td>...</td>\n",
       "      <td>5.34</td>\n",
       "      <td>27.60</td>\n",
       "      <td>27.60</td>\n",
       "      <td>5.17</td>\n",
       "      <td>10.65</td>\n",
       "      <td>665.0</td>\n",
       "      <td>0.0029</td>\n",
       "      <td>0.00</td>\n",
       "      <td>8.61</td>\n",
       "      <td>-17.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>300477</td>\n",
       "      <td>合纵科技</td>\n",
       "      <td>10.00</td>\n",
       "      <td>32.45</td>\n",
       "      <td>2.95</td>\n",
       "      <td>29.16</td>\n",
       "      <td>32.45</td>\n",
       "      <td>28.66</td>\n",
       "      <td>29.50</td>\n",
       "      <td>111.39</td>\n",
       "      <td>...</td>\n",
       "      <td>1.21</td>\n",
       "      <td>39.26</td>\n",
       "      <td>104.96</td>\n",
       "      <td>30.88</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3201.0</td>\n",
       "      <td>0.0055</td>\n",
       "      <td>13.22</td>\n",
       "      <td>41.89</td>\n",
       "      <td>27.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>002921</td>\n",
       "      <td>联诚精密</td>\n",
       "      <td>10.00</td>\n",
       "      <td>33.00</td>\n",
       "      <td>3.00</td>\n",
       "      <td>30.06</td>\n",
       "      <td>33.00</td>\n",
       "      <td>29.76</td>\n",
       "      <td>30.00</td>\n",
       "      <td>53.74</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20</td>\n",
       "      <td>6.60</td>\n",
       "      <td>26.40</td>\n",
       "      <td>32.15</td>\n",
       "      <td>11.01</td>\n",
       "      <td>1316.0</td>\n",
       "      <td>0.0146</td>\n",
       "      <td>10.89</td>\n",
       "      <td>138.10</td>\n",
       "      <td>138.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>002296</td>\n",
       "      <td>辉煌科技</td>\n",
       "      <td>10.00</td>\n",
       "      <td>7.26</td>\n",
       "      <td>0.66</td>\n",
       "      <td>6.75</td>\n",
       "      <td>7.26</td>\n",
       "      <td>6.75</td>\n",
       "      <td>6.60</td>\n",
       "      <td>53.55</td>\n",
       "      <td>...</td>\n",
       "      <td>3.16</td>\n",
       "      <td>22.96</td>\n",
       "      <td>27.35</td>\n",
       "      <td>7.21</td>\n",
       "      <td>11.01</td>\n",
       "      <td>2038.0</td>\n",
       "      <td>0.0052</td>\n",
       "      <td>7.56</td>\n",
       "      <td>-5.10</td>\n",
       "      <td>-24.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>002137</td>\n",
       "      <td>麦达数字</td>\n",
       "      <td>10.00</td>\n",
       "      <td>11.88</td>\n",
       "      <td>1.08</td>\n",
       "      <td>10.42</td>\n",
       "      <td>11.88</td>\n",
       "      <td>10.42</td>\n",
       "      <td>10.80</td>\n",
       "      <td>84.50</td>\n",
       "      <td>...</td>\n",
       "      <td>2.91</td>\n",
       "      <td>34.53</td>\n",
       "      <td>68.83</td>\n",
       "      <td>11.40</td>\n",
       "      <td>11.01</td>\n",
       "      <td>2125.0</td>\n",
       "      <td>0.0123</td>\n",
       "      <td>14.01</td>\n",
       "      <td>66.62</td>\n",
       "      <td>35.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>000917</td>\n",
       "      <td>电广传媒</td>\n",
       "      <td>10.00</td>\n",
       "      <td>8.58</td>\n",
       "      <td>0.78</td>\n",
       "      <td>7.84</td>\n",
       "      <td>8.58</td>\n",
       "      <td>7.84</td>\n",
       "      <td>7.80</td>\n",
       "      <td>82.99</td>\n",
       "      <td>...</td>\n",
       "      <td>12.95</td>\n",
       "      <td>111.08</td>\n",
       "      <td>121.63</td>\n",
       "      <td>8.39</td>\n",
       "      <td>11.01</td>\n",
       "      <td>3667.0</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>9.44</td>\n",
       "      <td>-4.67</td>\n",
       "      <td>-22.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3475</th>\n",
       "      <td>600715</td>\n",
       "      <td>文投控股</td>\n",
       "      <td>-4.96</td>\n",
       "      <td>15.72</td>\n",
       "      <td>-0.82</td>\n",
       "      <td>16.46</td>\n",
       "      <td>16.57</td>\n",
       "      <td>15.60</td>\n",
       "      <td>16.54</td>\n",
       "      <td>57.85</td>\n",
       "      <td>...</td>\n",
       "      <td>4.49</td>\n",
       "      <td>70.51</td>\n",
       "      <td>291.58</td>\n",
       "      <td>16.06</td>\n",
       "      <td>-4.31</td>\n",
       "      <td>2754.0</td>\n",
       "      <td>0.0010</td>\n",
       "      <td>0.77</td>\n",
       "      <td>-30.04</td>\n",
       "      <td>-30.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3476</th>\n",
       "      <td>300618</td>\n",
       "      <td>寒锐钴业</td>\n",
       "      <td>-5.01</td>\n",
       "      <td>314.89</td>\n",
       "      <td>-16.61</td>\n",
       "      <td>322.00</td>\n",
       "      <td>323.00</td>\n",
       "      <td>312.01</td>\n",
       "      <td>331.50</td>\n",
       "      <td>84.08</td>\n",
       "      <td>...</td>\n",
       "      <td>0.71</td>\n",
       "      <td>224.33</td>\n",
       "      <td>377.87</td>\n",
       "      <td>316.90</td>\n",
       "      <td>-4.00</td>\n",
       "      <td>3482.0</td>\n",
       "      <td>0.0015</td>\n",
       "      <td>0.92</td>\n",
       "      <td>33.09</td>\n",
       "      <td>92.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3477</th>\n",
       "      <td>603708</td>\n",
       "      <td>家家悦</td>\n",
       "      <td>-5.09</td>\n",
       "      <td>21.24</td>\n",
       "      <td>-1.14</td>\n",
       "      <td>22.78</td>\n",
       "      <td>23.00</td>\n",
       "      <td>21.02</td>\n",
       "      <td>22.38</td>\n",
       "      <td>33.19</td>\n",
       "      <td>...</td>\n",
       "      <td>1.57</td>\n",
       "      <td>33.34</td>\n",
       "      <td>99.40</td>\n",
       "      <td>21.79</td>\n",
       "      <td>-4.45</td>\n",
       "      <td>1930.0</td>\n",
       "      <td>0.0018</td>\n",
       "      <td>1.05</td>\n",
       "      <td>0.43</td>\n",
       "      <td>35.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3478</th>\n",
       "      <td>002853</td>\n",
       "      <td>皮阿诺</td>\n",
       "      <td>-5.10</td>\n",
       "      <td>29.56</td>\n",
       "      <td>-1.59</td>\n",
       "      <td>31.23</td>\n",
       "      <td>32.58</td>\n",
       "      <td>29.56</td>\n",
       "      <td>31.15</td>\n",
       "      <td>49.30</td>\n",
       "      <td>...</td>\n",
       "      <td>0.53</td>\n",
       "      <td>15.74</td>\n",
       "      <td>45.92</td>\n",
       "      <td>30.85</td>\n",
       "      <td>-4.10</td>\n",
       "      <td>2618.0</td>\n",
       "      <td>0.0038</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-6.99</td>\n",
       "      <td>-37.64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3479</th>\n",
       "      <td>002236</td>\n",
       "      <td>大华股份</td>\n",
       "      <td>-5.16</td>\n",
       "      <td>27.18</td>\n",
       "      <td>-1.48</td>\n",
       "      <td>28.61</td>\n",
       "      <td>28.66</td>\n",
       "      <td>27.03</td>\n",
       "      <td>28.66</td>\n",
       "      <td>33.12</td>\n",
       "      <td>...</td>\n",
       "      <td>17.02</td>\n",
       "      <td>462.57</td>\n",
       "      <td>787.88</td>\n",
       "      <td>27.55</td>\n",
       "      <td>-4.16</td>\n",
       "      <td>4680.0</td>\n",
       "      <td>0.0007</td>\n",
       "      <td>0.55</td>\n",
       "      <td>15.96</td>\n",
       "      <td>8.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3480</th>\n",
       "      <td>300113</td>\n",
       "      <td>顺网科技</td>\n",
       "      <td>-5.30</td>\n",
       "      <td>22.50</td>\n",
       "      <td>-1.26</td>\n",
       "      <td>23.58</td>\n",
       "      <td>23.75</td>\n",
       "      <td>22.50</td>\n",
       "      <td>23.76</td>\n",
       "      <td>31.55</td>\n",
       "      <td>...</td>\n",
       "      <td>4.62</td>\n",
       "      <td>103.97</td>\n",
       "      <td>156.01</td>\n",
       "      <td>23.14</td>\n",
       "      <td>-4.30</td>\n",
       "      <td>3344.0</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.77</td>\n",
       "      <td>18.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3481</th>\n",
       "      <td>300061</td>\n",
       "      <td>康旗股份</td>\n",
       "      <td>-5.40</td>\n",
       "      <td>15.25</td>\n",
       "      <td>-0.87</td>\n",
       "      <td>16.01</td>\n",
       "      <td>16.33</td>\n",
       "      <td>15.08</td>\n",
       "      <td>16.12</td>\n",
       "      <td>32.17</td>\n",
       "      <td>...</td>\n",
       "      <td>2.00</td>\n",
       "      <td>30.46</td>\n",
       "      <td>80.25</td>\n",
       "      <td>15.76</td>\n",
       "      <td>-4.39</td>\n",
       "      <td>1433.0</td>\n",
       "      <td>0.0017</td>\n",
       "      <td>1.13</td>\n",
       "      <td>-6.15</td>\n",
       "      <td>-14.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3482</th>\n",
       "      <td>603709</td>\n",
       "      <td>中源家居</td>\n",
       "      <td>-5.49</td>\n",
       "      <td>37.56</td>\n",
       "      <td>-2.18</td>\n",
       "      <td>39.99</td>\n",
       "      <td>40.70</td>\n",
       "      <td>36.95</td>\n",
       "      <td>39.74</td>\n",
       "      <td>39.92</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20</td>\n",
       "      <td>7.51</td>\n",
       "      <td>30.05</td>\n",
       "      <td>39.17</td>\n",
       "      <td>-4.84</td>\n",
       "      <td>3459.0</td>\n",
       "      <td>0.0129</td>\n",
       "      <td>1.65</td>\n",
       "      <td>31.33</td>\n",
       "      <td>31.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3483</th>\n",
       "      <td>600392</td>\n",
       "      <td>盛和资源</td>\n",
       "      <td>-5.50</td>\n",
       "      <td>17.54</td>\n",
       "      <td>-1.02</td>\n",
       "      <td>18.50</td>\n",
       "      <td>18.50</td>\n",
       "      <td>17.52</td>\n",
       "      <td>18.56</td>\n",
       "      <td>44.56</td>\n",
       "      <td>...</td>\n",
       "      <td>10.74</td>\n",
       "      <td>188.30</td>\n",
       "      <td>236.81</td>\n",
       "      <td>17.91</td>\n",
       "      <td>-4.85</td>\n",
       "      <td>4569.0</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.11</td>\n",
       "      <td>11.01</td>\n",
       "      <td>-22.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3484</th>\n",
       "      <td>002633</td>\n",
       "      <td>申科股份</td>\n",
       "      <td>-5.65</td>\n",
       "      <td>10.18</td>\n",
       "      <td>-0.61</td>\n",
       "      <td>10.61</td>\n",
       "      <td>10.63</td>\n",
       "      <td>9.72</td>\n",
       "      <td>10.79</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.87</td>\n",
       "      <td>8.87</td>\n",
       "      <td>15.27</td>\n",
       "      <td>10.12</td>\n",
       "      <td>-4.65</td>\n",
       "      <td>1371.0</td>\n",
       "      <td>0.0049</td>\n",
       "      <td>4.73</td>\n",
       "      <td>-15.87</td>\n",
       "      <td>-31.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3485</th>\n",
       "      <td>002442</td>\n",
       "      <td>龙星化工</td>\n",
       "      <td>-5.70</td>\n",
       "      <td>11.59</td>\n",
       "      <td>-0.70</td>\n",
       "      <td>11.06</td>\n",
       "      <td>12.06</td>\n",
       "      <td>11.06</td>\n",
       "      <td>12.29</td>\n",
       "      <td>59.91</td>\n",
       "      <td>...</td>\n",
       "      <td>3.52</td>\n",
       "      <td>40.83</td>\n",
       "      <td>55.63</td>\n",
       "      <td>11.29</td>\n",
       "      <td>-4.69</td>\n",
       "      <td>1528.0</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>4.79</td>\n",
       "      <td>-7.21</td>\n",
       "      <td>-8.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3486</th>\n",
       "      <td>300474</td>\n",
       "      <td>景嘉微</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>50.91</td>\n",
       "      <td>-3.22</td>\n",
       "      <td>54.55</td>\n",
       "      <td>54.55</td>\n",
       "      <td>50.71</td>\n",
       "      <td>54.13</td>\n",
       "      <td>115.85</td>\n",
       "      <td>...</td>\n",
       "      <td>0.67</td>\n",
       "      <td>34.11</td>\n",
       "      <td>137.66</td>\n",
       "      <td>52.26</td>\n",
       "      <td>-4.94</td>\n",
       "      <td>2886.0</td>\n",
       "      <td>0.0021</td>\n",
       "      <td>0.39</td>\n",
       "      <td>-14.34</td>\n",
       "      <td>11.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3487</th>\n",
       "      <td>002629</td>\n",
       "      <td>仁智股份</td>\n",
       "      <td>-6.96</td>\n",
       "      <td>7.75</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>8.06</td>\n",
       "      <td>8.20</td>\n",
       "      <td>7.52</td>\n",
       "      <td>8.33</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.44</td>\n",
       "      <td>26.70</td>\n",
       "      <td>31.93</td>\n",
       "      <td>7.86</td>\n",
       "      <td>-5.95</td>\n",
       "      <td>3178.0</td>\n",
       "      <td>0.0028</td>\n",
       "      <td>3.06</td>\n",
       "      <td>7.79</td>\n",
       "      <td>-6.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3488</th>\n",
       "      <td>300058</td>\n",
       "      <td>蓝色光标</td>\n",
       "      <td>-7.08</td>\n",
       "      <td>7.61</td>\n",
       "      <td>-0.58</td>\n",
       "      <td>8.11</td>\n",
       "      <td>8.14</td>\n",
       "      <td>7.37</td>\n",
       "      <td>8.19</td>\n",
       "      <td>44.63</td>\n",
       "      <td>...</td>\n",
       "      <td>16.82</td>\n",
       "      <td>127.99</td>\n",
       "      <td>166.06</td>\n",
       "      <td>7.70</td>\n",
       "      <td>-6.07</td>\n",
       "      <td>4201.0</td>\n",
       "      <td>0.0014</td>\n",
       "      <td>3.26</td>\n",
       "      <td>16.72</td>\n",
       "      <td>-2.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3489</th>\n",
       "      <td>603506</td>\n",
       "      <td>南都物业</td>\n",
       "      <td>-7.84</td>\n",
       "      <td>37.99</td>\n",
       "      <td>-3.23</td>\n",
       "      <td>40.25</td>\n",
       "      <td>40.70</td>\n",
       "      <td>37.75</td>\n",
       "      <td>41.22</td>\n",
       "      <td>44.72</td>\n",
       "      <td>...</td>\n",
       "      <td>0.20</td>\n",
       "      <td>7.54</td>\n",
       "      <td>30.15</td>\n",
       "      <td>39.14</td>\n",
       "      <td>-7.19</td>\n",
       "      <td>3644.0</td>\n",
       "      <td>0.0124</td>\n",
       "      <td>0.64</td>\n",
       "      <td>94.82</td>\n",
       "      <td>94.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3490</th>\n",
       "      <td>600526</td>\n",
       "      <td>菲达环保</td>\n",
       "      <td>-8.70</td>\n",
       "      <td>7.98</td>\n",
       "      <td>-0.76</td>\n",
       "      <td>7.87</td>\n",
       "      <td>8.17</td>\n",
       "      <td>7.87</td>\n",
       "      <td>8.74</td>\n",
       "      <td>77.35</td>\n",
       "      <td>...</td>\n",
       "      <td>4.07</td>\n",
       "      <td>32.47</td>\n",
       "      <td>43.68</td>\n",
       "      <td>7.96</td>\n",
       "      <td>-8.05</td>\n",
       "      <td>2999.0</td>\n",
       "      <td>0.0017</td>\n",
       "      <td>1.40</td>\n",
       "      <td>-16.88</td>\n",
       "      <td>-29.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3491</th>\n",
       "      <td>300511</td>\n",
       "      <td>雪榕生物</td>\n",
       "      <td>-8.95</td>\n",
       "      <td>23.49</td>\n",
       "      <td>-2.31</td>\n",
       "      <td>24.85</td>\n",
       "      <td>24.97</td>\n",
       "      <td>23.45</td>\n",
       "      <td>25.80</td>\n",
       "      <td>43.86</td>\n",
       "      <td>...</td>\n",
       "      <td>1.00</td>\n",
       "      <td>23.42</td>\n",
       "      <td>53.69</td>\n",
       "      <td>24.11</td>\n",
       "      <td>-7.95</td>\n",
       "      <td>2307.0</td>\n",
       "      <td>0.0040</td>\n",
       "      <td>0.17</td>\n",
       "      <td>9.82</td>\n",
       "      <td>-13.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3492</th>\n",
       "      <td>000509</td>\n",
       "      <td>华塑控股</td>\n",
       "      <td>-9.98</td>\n",
       "      <td>4.96</td>\n",
       "      <td>-0.55</td>\n",
       "      <td>4.96</td>\n",
       "      <td>4.96</td>\n",
       "      <td>4.96</td>\n",
       "      <td>5.51</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>8.25</td>\n",
       "      <td>40.92</td>\n",
       "      <td>40.94</td>\n",
       "      <td>4.96</td>\n",
       "      <td>-8.97</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-18.95</td>\n",
       "      <td>-18.95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3493</th>\n",
       "      <td>300104</td>\n",
       "      <td>乐视网</td>\n",
       "      <td>-10.02</td>\n",
       "      <td>5.93</td>\n",
       "      <td>-0.66</td>\n",
       "      <td>5.93</td>\n",
       "      <td>5.93</td>\n",
       "      <td>5.93</td>\n",
       "      <td>6.59</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>30.43</td>\n",
       "      <td>180.44</td>\n",
       "      <td>236.57</td>\n",
       "      <td>5.93</td>\n",
       "      <td>-9.01</td>\n",
       "      <td>3172.0</td>\n",
       "      <td>0.0002</td>\n",
       "      <td>0.00</td>\n",
       "      <td>-61.32</td>\n",
       "      <td>-61.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3494</th>\n",
       "      <td>002930</td>\n",
       "      <td>宏川智慧</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3495</th>\n",
       "      <td>000950</td>\n",
       "      <td>*ST建峰</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>5.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3496</th>\n",
       "      <td>000629</td>\n",
       "      <td>*ST钒钛</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>47.67</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3497</th>\n",
       "      <td>000511</td>\n",
       "      <td>*ST烯碳</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>11.55</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3498</th>\n",
       "      <td>603214</td>\n",
       "      <td>爱婴室</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3499</th>\n",
       "      <td>600929</td>\n",
       "      <td>湖南盐业</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3500</th>\n",
       "      <td>600806</td>\n",
       "      <td>*ST昆机</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>3.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3501</th>\n",
       "      <td>600432</td>\n",
       "      <td>*ST吉恩</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>16.04</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3502</th>\n",
       "      <td>300634</td>\n",
       "      <td>彩讯股份</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3503</th>\n",
       "      <td>300504</td>\n",
       "      <td>天邑股份</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3504</th>\n",
       "      <td>002931</td>\n",
       "      <td>锋龙股份</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>...</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.00</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3505 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        code   name  p_change   price  change    open    high     low  \\\n",
       "0     000882   华联股份     10.09    3.49    0.32    3.29    3.49    3.24   \n",
       "1     600635   大众公用     10.06    5.14    0.47    4.79    5.14    4.75   \n",
       "2     002702   海欣食品     10.06    5.58    0.51    5.29    5.58    5.18   \n",
       "3     000909   数源科技     10.04   10.96    1.00    9.94   10.96    9.91   \n",
       "4     600895   张江高科     10.03   14.59    1.33   13.38   14.59   13.36   \n",
       "5     600213   亚星客车     10.03   11.41    1.04   10.50   11.41   10.31   \n",
       "6     603778   乾景园林     10.03    7.79    0.71    6.91    7.79    6.84   \n",
       "7     600865   百大集团     10.03    8.12    0.74    7.43    8.12    7.39   \n",
       "8     300390   天华超净     10.02   10.76    0.98   10.30   10.76   10.30   \n",
       "9     002208   合肥城建     10.02   16.47    1.50   16.36   16.47   15.80   \n",
       "10    300680   隆盛科技     10.02   29.21    2.66   26.56   29.21   26.56   \n",
       "11    300020   银江股份     10.02   12.19    1.11   11.23   12.19   11.23   \n",
       "12    600192   长城电工     10.02    6.81    0.62    6.54    6.81    6.33   \n",
       "13    002922    伊戈尔     10.01   31.97    2.91   30.90   31.97   30.36   \n",
       "14    300100   双林股份     10.01   16.92    1.54   15.46   16.92   15.31   \n",
       "15    000810   创维数字     10.01    8.90    0.81    7.95    8.90    7.82   \n",
       "16    601116   三江购物     10.01   19.89    1.81   19.89   19.89   19.20   \n",
       "17    000613   大东海A     10.01   10.11    0.92    9.35   10.11    9.21   \n",
       "18    000555   神州信息     10.01   11.43    1.04   10.37   11.43   10.35   \n",
       "19    300624   万兴科技     10.00   88.62    8.06   88.62   88.62   88.62   \n",
       "20    600053   九鼎投资     10.00   24.63    2.24   22.57   24.63   22.54   \n",
       "21    300715   凯伦股份     10.00   40.14    3.65   36.53   40.14   36.53   \n",
       "22    300688   创业黑马     10.00   65.44    5.95   60.42   65.44   59.85   \n",
       "23    603922    金鸿顺     10.00   25.63    2.33   23.30   25.63   23.06   \n",
       "24    600462   九有股份     10.00    5.17    0.47    5.17    5.17    5.17   \n",
       "25    300477   合纵科技     10.00   32.45    2.95   29.16   32.45   28.66   \n",
       "26    002921   联诚精密     10.00   33.00    3.00   30.06   33.00   29.76   \n",
       "27    002296   辉煌科技     10.00    7.26    0.66    6.75    7.26    6.75   \n",
       "28    002137   麦达数字     10.00   11.88    1.08   10.42   11.88   10.42   \n",
       "29    000917   电广传媒     10.00    8.58    0.78    7.84    8.58    7.84   \n",
       "...      ...    ...       ...     ...     ...     ...     ...     ...   \n",
       "3475  600715   文投控股     -4.96   15.72   -0.82   16.46   16.57   15.60   \n",
       "3476  300618   寒锐钴业     -5.01  314.89  -16.61  322.00  323.00  312.01   \n",
       "3477  603708    家家悦     -5.09   21.24   -1.14   22.78   23.00   21.02   \n",
       "3478  002853    皮阿诺     -5.10   29.56   -1.59   31.23   32.58   29.56   \n",
       "3479  002236   大华股份     -5.16   27.18   -1.48   28.61   28.66   27.03   \n",
       "3480  300113   顺网科技     -5.30   22.50   -1.26   23.58   23.75   22.50   \n",
       "3481  300061   康旗股份     -5.40   15.25   -0.87   16.01   16.33   15.08   \n",
       "3482  603709   中源家居     -5.49   37.56   -2.18   39.99   40.70   36.95   \n",
       "3483  600392   盛和资源     -5.50   17.54   -1.02   18.50   18.50   17.52   \n",
       "3484  002633   申科股份     -5.65   10.18   -0.61   10.61   10.63    9.72   \n",
       "3485  002442   龙星化工     -5.70   11.59   -0.70   11.06   12.06   11.06   \n",
       "3486  300474    景嘉微     -5.95   50.91   -3.22   54.55   54.55   50.71   \n",
       "3487  002629   仁智股份     -6.96    7.75   -0.58    8.06    8.20    7.52   \n",
       "3488  300058   蓝色光标     -7.08    7.61   -0.58    8.11    8.14    7.37   \n",
       "3489  603506   南都物业     -7.84   37.99   -3.23   40.25   40.70   37.75   \n",
       "3490  600526   菲达环保     -8.70    7.98   -0.76    7.87    8.17    7.87   \n",
       "3491  300511   雪榕生物     -8.95   23.49   -2.31   24.85   24.97   23.45   \n",
       "3492  000509   华塑控股     -9.98    4.96   -0.55    4.96    4.96    4.96   \n",
       "3493  300104    乐视网    -10.02    5.93   -0.66    5.93    5.93    5.93   \n",
       "3494  002930   宏川智慧      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3495  000950  *ST建峰      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3496  000629  *ST钒钛      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3497  000511  *ST烯碳      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3498  603214    爱婴室      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3499  600929   湖南盐业      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3500  600806  *ST昆机      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3501  600432  *ST吉恩      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3502  300634   彩讯股份      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3503  300504   天邑股份      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "3504  002931   锋龙股份      0.00    0.00    0.00    0.00    0.00    0.00   \n",
       "\n",
       "      preprice       pe    ...     floats  fvalues  abvalues  avgprice  \\\n",
       "0         3.17   240.29    ...      22.26    77.69     95.53      3.38   \n",
       "1         4.67    31.99    ...      24.19   124.33    124.33      5.09   \n",
       "2         5.07     0.00    ...       2.96    16.54     26.83      5.36   \n",
       "3         9.96    94.32    ...       3.11    34.09     34.23     10.86   \n",
       "4        13.26    42.95    ...      15.49   225.95    225.95     14.28   \n",
       "5        10.37    76.65    ...       2.20    25.10     25.10     10.89   \n",
       "6         7.08    87.41    ...       2.26    17.62     38.95      7.37   \n",
       "7         7.38    39.41    ...       3.76    30.55     30.55      7.97   \n",
       "8         9.78   122.38    ...       1.85    19.94     37.07     10.61   \n",
       "9        14.97   179.77    ...       3.19    52.58     52.72     16.39   \n",
       "10       26.55   109.70    ...       0.17     4.97     19.86     28.24   \n",
       "11       11.08    48.79    ...       6.19    75.41     79.94     11.83   \n",
       "12        6.19   160.42    ...       4.42    30.08     30.08      6.54   \n",
       "13       29.06    56.29    ...       0.33    10.55     42.20     31.46   \n",
       "14       15.38    22.71    ...       3.86    65.39     67.81     16.26   \n",
       "15        8.09   146.14    ...       9.90    88.11     95.31      8.33   \n",
       "16       18.08    64.55    ...       4.02    79.94     81.70     19.69   \n",
       "17        9.19  1287.58    ...       2.66    26.86     36.81      9.79   \n",
       "18       10.39    63.71    ...       9.15   104.63    110.12     11.21   \n",
       "19       80.56   101.22    ...       0.20    17.72     70.90     88.62   \n",
       "20       22.39    59.23    ...       4.34   106.78    106.78     24.24   \n",
       "21       36.49    64.84    ...       0.18     7.23     28.90     39.21   \n",
       "22       59.49   154.41    ...       0.17    11.12     44.50     62.78   \n",
       "23       23.30    33.84    ...       0.32     8.20     32.81     24.93   \n",
       "24        4.70   380.19    ...       5.34    27.60     27.60      5.17   \n",
       "25       29.50   111.39    ...       1.21    39.26    104.96     30.88   \n",
       "26       30.00    53.74    ...       0.20     6.60     26.40     32.15   \n",
       "27        6.60    53.55    ...       3.16    22.96     27.35      7.21   \n",
       "28       10.80    84.50    ...       2.91    34.53     68.83     11.40   \n",
       "29        7.80    82.99    ...      12.95   111.08    121.63      8.39   \n",
       "...        ...      ...    ...        ...      ...       ...       ...   \n",
       "3475     16.54    57.85    ...       4.49    70.51    291.58     16.06   \n",
       "3476    331.50    84.08    ...       0.71   224.33    377.87    316.90   \n",
       "3477     22.38    33.19    ...       1.57    33.34     99.40     21.79   \n",
       "3478     31.15    49.30    ...       0.53    15.74     45.92     30.85   \n",
       "3479     28.66    33.12    ...      17.02   462.57    787.88     27.55   \n",
       "3480     23.76    31.55    ...       4.62   103.97    156.01     23.14   \n",
       "3481     16.12    32.17    ...       2.00    30.46     80.25     15.76   \n",
       "3482     39.74    39.92    ...       0.20     7.51     30.05     39.17   \n",
       "3483     18.56    44.56    ...      10.74   188.30    236.81     17.91   \n",
       "3484     10.79     0.00    ...       0.87     8.87     15.27     10.12   \n",
       "3485     12.29    59.91    ...       3.52    40.83     55.63     11.29   \n",
       "3486     54.13   115.85    ...       0.67    34.11    137.66     52.26   \n",
       "3487      8.33     0.00    ...       3.44    26.70     31.93      7.86   \n",
       "3488      8.19    44.63    ...      16.82   127.99    166.06      7.70   \n",
       "3489     41.22    44.72    ...       0.20     7.54     30.15     39.14   \n",
       "3490      8.74    77.35    ...       4.07    32.47     43.68      7.96   \n",
       "3491     25.80    43.86    ...       1.00    23.42     53.69     24.11   \n",
       "3492      5.51     0.00    ...       8.25    40.92     40.94      4.96   \n",
       "3493      6.59     0.00    ...      30.43   180.44    236.57      5.93   \n",
       "3494      0.00     0.00    ...       0.00     0.00      0.00      0.00   \n",
       "3495      0.00     0.00    ...       5.99     0.00      0.00      0.00   \n",
       "3496      0.00     0.00    ...      47.67     0.00      0.00      0.00   \n",
       "3497      0.00     0.00    ...      11.55     0.00      0.00      0.00   \n",
       "3498      0.00     0.00    ...       0.00     0.00      0.00      0.00   \n",
       "3499      0.00     0.00    ...       0.00     0.00      0.00      0.00   \n",
       "3500      0.00     0.00    ...       3.90     0.00      0.00      0.00   \n",
       "3501      0.00     0.00    ...      16.04     0.00      0.00      0.00   \n",
       "3502      0.00     0.00    ...       0.00     0.00      0.00      0.00   \n",
       "3503      0.00     0.00    ...       0.00     0.00      0.00      0.00   \n",
       "3504      0.00     0.00    ...       0.00     0.00      0.00      0.00   \n",
       "\n",
       "      strength  activity  avgturnover  attack interval3 interval6  \n",
       "0        11.10    3227.0       0.0013    7.72      9.75     -4.64  \n",
       "1        10.71    2893.0       0.0017    8.21      9.59     -2.84  \n",
       "2        11.07    3567.0       0.0062    7.72     -1.06    -21.19  \n",
       "3        11.05    1371.0       0.0036   10.60     -2.32    -19.35  \n",
       "4        10.68    4004.0       0.0007    9.21     -3.06    -13.57  \n",
       "5        10.67    2027.0       0.0069   10.67     12.08    -10.44  \n",
       "6        10.67    2897.0       0.0034   13.89      5.13    -24.07  \n",
       "7        10.67    1694.0       0.0033    9.88     -7.41    -20.47  \n",
       "8        11.03     856.0       0.0181    4.47     50.49     23.25  \n",
       "9        11.03    1700.0       0.0062    4.24     76.15     27.28  \n",
       "10       11.03     940.0       0.0122    9.98    -20.32    -17.95  \n",
       "11       11.03    2550.0       0.0020    8.55     -2.64     -5.36  \n",
       "12       10.66    2830.0       0.0032    7.58      2.71    -24.83  \n",
       "13       11.02    1986.0       0.0262    5.30     95.18     95.18  \n",
       "14       11.02    1935.0       0.0016   10.52      7.09    -34.82  \n",
       "15       11.02    3022.0       0.0009   13.81      8.40    -22.68  \n",
       "16       10.66    2389.0       0.0022    3.59    -18.28    -18.45  \n",
       "17       11.02    2427.0       0.0064    9.77     43.20      1.40  \n",
       "18       11.02    1866.0       0.0008   10.43    -25.29    -31.68  \n",
       "19       11.01     402.0       0.0092    0.00    305.58    305.58  \n",
       "20       10.65    1579.0       0.0012    9.27     -3.94    -26.15  \n",
       "21       11.01     874.0       0.0228    9.88     25.16    167.60  \n",
       "22       11.01    2851.0       0.0151    9.34     23.43    -33.31  \n",
       "23       10.65    1280.0       0.0113   11.14     -6.70     21.76  \n",
       "24       10.65     665.0       0.0029    0.00      8.61    -17.41  \n",
       "25       11.01    3201.0       0.0055   13.22     41.89     27.11  \n",
       "26       11.01    1316.0       0.0146   10.89    138.10    138.10  \n",
       "27       11.01    2038.0       0.0052    7.56     -5.10    -24.22  \n",
       "28       11.01    2125.0       0.0123   14.01     66.62     35.00  \n",
       "29       11.01    3667.0       0.0019    9.44     -4.67    -22.07  \n",
       "...        ...       ...          ...     ...       ...       ...  \n",
       "3475     -4.31    2754.0       0.0010    0.77    -30.04    -30.04  \n",
       "3476     -4.00    3482.0       0.0015    0.92     33.09     92.01  \n",
       "3477     -4.45    1930.0       0.0018    1.05      0.43     35.37  \n",
       "3478     -4.10    2618.0       0.0038    0.00     -6.99    -37.64  \n",
       "3479     -4.16    4680.0       0.0007    0.55     15.96      8.37  \n",
       "3480     -4.30    3344.0       0.0014    0.00     11.77     18.61  \n",
       "3481     -4.39    1433.0       0.0017    1.13     -6.15    -14.33  \n",
       "3482     -4.84    3459.0       0.0129    1.65     31.33     31.33  \n",
       "3483     -4.85    4569.0       0.0013    0.11     11.01    -22.42  \n",
       "3484     -4.65    1371.0       0.0049    4.73    -15.87    -31.03  \n",
       "3485     -4.69    1528.0       0.0019    4.79     -7.21     -8.96  \n",
       "3486     -4.94    2886.0       0.0021    0.39    -14.34     11.33  \n",
       "3487     -5.95    3178.0       0.0028    3.06      7.79     -6.63  \n",
       "3488     -6.07    4201.0       0.0014    3.26     16.72     -2.06  \n",
       "3489     -7.19    3644.0       0.0124    0.64     94.82     94.82  \n",
       "3490     -8.05    2999.0       0.0017    1.40    -16.88    -29.07  \n",
       "3491     -7.95    2307.0       0.0040    0.17      9.82    -13.03  \n",
       "3492     -8.97    1262.0       0.0002    0.00    -18.95    -18.95  \n",
       "3493     -9.01    3172.0       0.0002    0.00    -61.32    -61.32  \n",
       "3494      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3495      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3496      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3497      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3498      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3499      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3500      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3501      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3502      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3503      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "3504      0.00       0.0       0.0000    0.00       NaN       NaN  \n",
       "\n",
       "[3505 rows x 30 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts.get_day_all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[Getting data:]#############################"
     ]
    },
    {
     "ename": "HTTPError",
     "evalue": "HTTP Error 456: ",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mHTTPError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-27-adeafa9c676b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_today_all\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\site-packages\\tushare\\stock\\trading.py\u001b[0m in \u001b[0;36mget_today_all\u001b[1;34m()\u001b[0m\n\u001b[0;32m    315\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mdf\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    316\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mct\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mPAGE_NUM\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 317\u001b[1;33m             \u001b[0mnewdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_parsing_dayprice_json\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'hs_a'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    318\u001b[0m             \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnewdf\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mignore_index\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    319\u001b[0m     df = df.append(_parsing_dayprice_json('shfxjs', 1),\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\site-packages\\tushare\\stock\\trading.py\u001b[0m in \u001b[0;36m_parsing_dayprice_json\u001b[1;34m(types, page)\u001b[0m\n\u001b[0;32m    114\u001b[0m     request = Request(ct.SINA_DAY_PRICE_URL%(ct.P_TYPE['http'], ct.DOMAINS['vsf'],\n\u001b[0;32m    115\u001b[0m                                  ct.PAGES['jv'], types, page))\n\u001b[1;32m--> 116\u001b[1;33m     \u001b[0mtext\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0murlopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    117\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mtext\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;34m'null'\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    118\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36murlopen\u001b[1;34m(url, data, timeout, cafile, capath, cadefault, context)\u001b[0m\n\u001b[0;32m    221\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    222\u001b[0m         \u001b[0mopener\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_opener\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 223\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mopener\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtimeout\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    224\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    225\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0minstall_opener\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mopener\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mopen\u001b[1;34m(self, fullurl, data, timeout)\u001b[0m\n\u001b[0;32m    530\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mprocessor\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mprocess_response\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprotocol\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    531\u001b[0m             \u001b[0mmeth\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mprocessor\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 532\u001b[1;33m             \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmeth\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    533\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    534\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mhttp_response\u001b[1;34m(self, request, response)\u001b[0m\n\u001b[0;32m    640\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;36m200\u001b[0m \u001b[1;33m<=\u001b[0m \u001b[0mcode\u001b[0m \u001b[1;33m<\u001b[0m \u001b[1;36m300\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    641\u001b[0m             response = self.parent.error(\n\u001b[1;32m--> 642\u001b[1;33m                 'http', request, response, code, msg, hdrs)\n\u001b[0m\u001b[0;32m    643\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    644\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mresponse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36merror\u001b[1;34m(self, proto, *args)\u001b[0m\n\u001b[0;32m    568\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mhttp_err\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    569\u001b[0m             \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'default'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'http_error_default'\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0morig_args\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 570\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_call_chain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    571\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    572\u001b[0m \u001b[1;31m# XXX probably also want an abstract factory that knows when it makes\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36m_call_chain\u001b[1;34m(self, chain, kind, meth_name, *args)\u001b[0m\n\u001b[0;32m    502\u001b[0m         \u001b[1;32mfor\u001b[0m \u001b[0mhandler\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mhandlers\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    503\u001b[0m             \u001b[0mfunc\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mhandler\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmeth_name\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 504\u001b[1;33m             \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    505\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    506\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mresult\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\Program Files (x86)\\Anaconda3\\lib\\urllib\\request.py\u001b[0m in \u001b[0;36mhttp_error_default\u001b[1;34m(self, req, fp, code, msg, hdrs)\u001b[0m\n\u001b[0;32m    648\u001b[0m \u001b[1;32mclass\u001b[0m \u001b[0mHTTPDefaultErrorHandler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBaseHandler\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    649\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mhttp_error_default\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mreq\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfp\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmsg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhdrs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 650\u001b[1;33m         \u001b[1;32mraise\u001b[0m \u001b[0mHTTPError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mreq\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfull_url\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmsg\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhdrs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    651\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    652\u001b[0m \u001b[1;32mclass\u001b[0m \u001b[0mHTTPRedirectHandler\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mBaseHandler\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mHTTPError\u001b[0m: HTTP Error 456: "
     ]
    }
   ],
   "source": [
    "ts.get_today_all()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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